From e1b2c7de2e11a0496a6413eff5face7296192bdd Mon Sep 17 00:00:00 2001
From: alanakbik <alanakbik@users.noreply.github.com>
Date: Mon, 23 Oct 2023 14:01:36 +0000
Subject: [PATCH] deploy: cbe750fe4821ea2a8c2006182cc8b26906ebe1ed

---
 master/.buildinfo                             |   2 +-
 master/.doctrees/api/datasets/base.doctree    | Bin 81206 -> 81206 bytes
 .../.doctrees/api/datasets/biomedical.doctree | Bin 1516014 -> 1516014 bytes
 .../datasets/document_classification.doctree  | Bin 365131 -> 365131 bytes
 .../api/datasets/entity_linking.doctree       | Bin 224993 -> 224993 bytes
 master/.doctrees/api/datasets/ocr.doctree     | Bin 65748 -> 65748 bytes
 .../api/datasets/relation_extraction.doctree  | Bin 48609 -> 48609 bytes
 .../api/datasets/sequence_labeling.doctree    | Bin 752267 -> 752267 bytes
 .../.doctrees/api/datasets/text_image.doctree | Bin 11140 -> 11140 bytes
 .../.doctrees/api/datasets/text_text.doctree  | Bin 200062 -> 200062 bytes
 .../.doctrees/api/datasets/treebanks.doctree  | Bin 249684 -> 249684 bytes
 master/.doctrees/api/embeddings/base.doctree  | Bin 75003 -> 75003 bytes
 .../.doctrees/api/embeddings/document.doctree | Bin 192241 -> 192241 bytes
 master/.doctrees/api/embeddings/image.doctree | Bin 59502 -> 59502 bytes
 .../.doctrees/api/embeddings/legacy.doctree   | Bin 90856 -> 90856 bytes
 master/.doctrees/api/embeddings/token.doctree | Bin 335394 -> 335394 bytes
 .../api/embeddings/transformer.doctree        | Bin 173647 -> 207999 bytes
 master/.doctrees/api/flair.data.doctree       | Bin 327960 -> 328146 bytes
 master/.doctrees/api/flair.datasets.doctree   | Bin 3128 -> 3128 bytes
 master/.doctrees/api/flair.doctree            | Bin 17374 -> 17374 bytes
 master/.doctrees/api/flair.embeddings.doctree | Bin 2989 -> 2989 bytes
 master/.doctrees/api/flair.models.doctree     | Bin 851564 -> 851564 bytes
 master/.doctrees/api/flair.nn.doctree         | Bin 206673 -> 206673 bytes
 master/.doctrees/api/flair.splitter.doctree   | Bin 67114 -> 67114 bytes
 .../.doctrees/api/flair.tokenization.doctree  | Bin 61299 -> 61299 bytes
 master/.doctrees/api/flair.trainers.doctree   | Bin 110111 -> 110111 bytes
 .../api/flair.trainers.plugins.doctree        | Bin 190457 -> 190457 bytes
 master/.doctrees/api/index.doctree            | Bin 3011 -> 3011 bytes
 master/.doctrees/contributing/index.doctree   | Bin 2956 -> 2956 bytes
 .../contributing/local_development.doctree    | Bin 8252 -> 8252 bytes
 .../making_a_pull_request.doctree             | Bin 6194 -> 6194 bytes
 .../updating_documentation.doctree            | Bin 13950 -> 13950 bytes
 .../contributing/writing_a_good_issue.doctree | Bin 14926 -> 14926 bytes
 master/.doctrees/environment.pickle           | Bin 10250820 -> 10303033 bytes
 master/.doctrees/glossary/index.doctree       | Bin 0 -> 3582 bytes
 master/.doctrees/index.doctree                | Bin 11299 -> 12910 bytes
 master/.doctrees/tutorial/index.doctree       | Bin 3410 -> 3410 bytes
 master/.doctrees/tutorial/intro.doctree       | Bin 11420 -> 11420 bytes
 .../tutorial-basics/basic-types.doctree       | Bin 32167 -> 32167 bytes
 .../tutorial-basics/entity-linking.doctree    | Bin 14351 -> 14351 bytes
 .../how-predictions-work.doctree              | Bin 10506 -> 10506 bytes
 .../tutorial-basics/how-to-tag-corpus.doctree | Bin 7246 -> 7246 bytes
 .../tutorial/tutorial-basics/index.doctree    | Bin 3632 -> 3632 bytes
 .../tutorial-basics/other-models.doctree      | Bin 32316 -> 32316 bytes
 .../part-of-speech-tagging.doctree            | Bin 41268 -> 41268 bytes
 .../tutorial-basics/tagging-entities.doctree  | Bin 52866 -> 52866 bytes
 .../tutorial-basics/tagging-sentiment.doctree | Bin 14446 -> 14446 bytes
 .../classic-word-embeddings.doctree           | Bin 39621 -> 39621 bytes
 .../tutorial-embeddings/embeddings.doctree    | Bin 19870 -> 19870 bytes
 .../flair-embeddings.doctree                  | Bin 66133 -> 66133 bytes
 .../tutorial-embeddings/index.doctree         | Bin 3853 -> 3853 bytes
 .../other-embeddings.doctree                  | Bin 45977 -> 45977 bytes
 .../transformer-embeddings.doctree            | Bin 32140 -> 32140 bytes
 .../how-model-training-works.doctree          | Bin 46213 -> 46213 bytes
 .../how-to-load-custom-dataset.doctree        | Bin 26185 -> 26185 bytes
 .../how-to-load-prepared-dataset.doctree      | Bin 40293 -> 40293 bytes
 .../how-to-train-sequence-tagger.doctree      | Bin 23417 -> 23417 bytes
 .../how-to-train-text-classifier.doctree      | Bin 9139 -> 9139 bytes
 .../tutorial/tutorial-training/index.doctree  | Bin 3533 -> 3533 bytes
 .../train-vs-fine-tune.doctree                | Bin 3788 -> 3788 bytes
 master/_images/glossary.svg                   |   8 +
 master/_sources/glossary/index.rst.txt        |   7 +
 master/_sources/index.rst.txt                 |  26 +-
 master/_static/glossary.svg                   |   8 +
 master/api/datasets/base.html                 |  15 +
 master/api/datasets/biomedical.html           |  15 +
 .../api/datasets/document_classification.html |  15 +
 master/api/datasets/entity_linking.html       |  15 +
 master/api/datasets/ocr.html                  |  15 +
 master/api/datasets/relation_extraction.html  |  15 +
 master/api/datasets/sequence_labeling.html    |  15 +
 master/api/datasets/text_image.html           |  15 +
 master/api/datasets/text_text.html            |  15 +
 master/api/datasets/treebanks.html            |  15 +
 master/api/embeddings/base.html               |  15 +
 master/api/embeddings/document.html           |  17 +-
 master/api/embeddings/image.html              |  15 +
 master/api/embeddings/legacy.html             |  15 +
 master/api/embeddings/token.html              |  17 +-
 master/api/embeddings/transformer.html        |  59 +-
 master/api/flair.data.html                    |  17 +-
 master/api/flair.datasets.html                |  15 +
 master/api/flair.embeddings.html              |  15 +
 master/api/flair.html                         |  15 +
 master/api/flair.models.html                  |  15 +
 master/api/flair.nn.html                      |  15 +
 master/api/flair.splitter.html                |  15 +
 master/api/flair.tokenization.html            |  15 +
 master/api/flair.trainers.html                |  15 +
 master/api/flair.trainers.plugins.html        |  15 +
 master/api/index.html                         |  15 +
 master/contributing/index.html                |  15 +
 master/contributing/local_development.html    |  15 +
 .../contributing/making_a_pull_request.html   |  15 +
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 master/contributing/writing_a_good_issue.html |  15 +
 master/genindex.html                          |  23 +-
 master/glossary/index.html                    | 562 ++++++++++++++++++
 master/index.html                             |  33 +-
 master/objects.inv                            | Bin 12144 -> 12188 bytes
 master/py-modindex.html                       |  15 +
 master/search.html                            |  15 +
 master/searchindex.js                         |   2 +-
 master/tutorial/index.html                    |  15 +
 master/tutorial/intro.html                    |  15 +
 .../tutorial/tutorial-basics/basic-types.html |  15 +
 .../tutorial-basics/entity-linking.html       |  15 +
 .../tutorial-basics/how-predictions-work.html |  15 +
 .../tutorial-basics/how-to-tag-corpus.html    |  15 +
 master/tutorial/tutorial-basics/index.html    |  15 +
 .../tutorial-basics/other-models.html         |  15 +
 .../part-of-speech-tagging.html               |  15 +
 .../tutorial-basics/tagging-entities.html     |  15 +
 .../tutorial-basics/tagging-sentiment.html    |  15 +
 .../classic-word-embeddings.html              |  15 +
 .../tutorial-embeddings/embeddings.html       |  15 +
 .../tutorial-embeddings/flair-embeddings.html |  15 +
 .../tutorial/tutorial-embeddings/index.html   |  15 +
 .../tutorial-embeddings/other-embeddings.html |  15 +
 .../transformer-embeddings.html               |  15 +
 .../how-model-training-works.html             |  15 +
 .../how-to-load-custom-dataset.html           |  15 +
 .../how-to-load-prepared-dataset.html         |  15 +
 .../how-to-train-sequence-tagger.html         |  15 +
 .../how-to-train-text-classifier.html         |  15 +
 master/tutorial/tutorial-training/index.html  |  15 +
 .../tutorial-training/train-vs-fine-tune.html |  15 +
 127 files changed, 1583 insertions(+), 18 deletions(-)
 create mode 100644 master/.doctrees/glossary/index.doctree
 create mode 100644 master/_images/glossary.svg
 create mode 100644 master/_sources/glossary/index.rst.txt
 create mode 100644 master/_static/glossary.svg
 create mode 100644 master/glossary/index.html

diff --git a/master/.buildinfo b/master/.buildinfo
index 32106072b..7d72821e0 100644
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diff --git a/master/.doctrees/api/datasets/document_classification.doctree b/master/.doctrees/api/datasets/document_classification.doctree
index 1d7e127dc58fb61d1342ceb491657c4bb78fec5f..04504c84aa57e9665cbfcfa13fe78798169f34e7 100644
GIT binary patch
delta 9451
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delta 9451
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diff --git a/master/.doctrees/api/datasets/entity_linking.doctree b/master/.doctrees/api/datasets/entity_linking.doctree
index 355b106988b488dc4e4514a7721b22b9f61538c1..f57d5639b6472616f2f69c053e545cb6adb807a6 100644
GIT binary patch
delta 4346
zcmbuB-%C?r7{__v(=_+P?YPa<{E<*pl<Y@y&LoH;=^~9IX*n@B=hns4H6x-zgDylt
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delta 4346
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diff --git a/master/.doctrees/api/datasets/ocr.doctree b/master/.doctrees/api/datasets/ocr.doctree
index 9e6285e93cbdcf928bf077e64b71fe82f3ec3788..14fafb834397a46d7c23e570e46c614e45ba6231 100644
GIT binary patch
delta 953
zcmcc8$a1BTWkWKfp{Zqok(se!u6}Y-s=28_TB?bKkzs10QKCh%k%57kp@mU$vPF`S
znWceQYEr6UYRcv*jCIVUYn$xo<GQ(nwM39itwrMOWH=URtJ~%e5{YDLo%}(9dva73
z|K>+hPqfK$c-UrN_roltYu)VV^Og*4lMT~dH!lf{5hcS$!}K*wq-z7(=&;!@t5=vj
zt&{z-_%=t??bjni`@%yulMN2AZth-dAw-_`%?1Y?$nf*#g@<|t$g<IE^UBMT<fSCD
K&6@vLGXen1gc}C{

delta 953
zcmcc8$a1BTWkWKfp+RC|l|@EXseZC)vSCu1g}JFgijk>>MOt!-rEzkiVXARjs<DNk
zv8h2~l98pUx%uWPjCIVUYn$xo<GQ(nwM39itwrMOWH=URtJ~%e5{YDLo%}(9dva73
z|K>+hPqfK$c-UrN_roltYu)VV^Og*4lMT~dH!lf{5hcS$!}K*wq-z7(=&;!@t5=vj
zt&{z-_%=t??bjni`@%yulMN2AZth-dAw-_`%?1Y?$nf*#g@<|t$g<IE^UBMT<fSCD
K&6@vLGXellFeH}%

diff --git a/master/.doctrees/api/datasets/relation_extraction.doctree b/master/.doctrees/api/datasets/relation_extraction.doctree
index f377f05f146e2f756fb6786cd104e51b73a514bc..95c41c8bc079e695b70dd18523ab98439ea0045e 100644
GIT binary patch
delta 1730
zcmaF(o9W?irVY)ER;HE(MrOu_x%$aTsph5zX{ja_Muw@0Mu`^5Mg|6Eh89N2$redQ
zW|jtKsY$7ZsVVv?`N_rli3ORH4=BoQzRmc6$&h3-CNI=foBTl0aPloKvCWaJKUv5(
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r&d%Z8oHy?onYM#GvH8Q&qhv-TI1D~4Ro+~(;S2eR+F<kh-Jci%_Fx+d

delta 1730
zcmaF(o9W?irVY)ERtAZQRTddlrTWRH$%aX37Ure~DMqFi7HP>Tmd446hN;GBsm2zD
z#-;{|Nk*2Y=H~h-`N_rli3ORH4=BoQzRmc6$&h3-CNI=foBTl0aPloKvCWaJKUv5(
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zmICdQ`x>|>cY5$oepY&Eb8xdYH+i0z40OrlfXT9xcZODPKGZ**%ra~9hH0YYCMl2$
r&d%Z8oHy?onYM#GvH8Q&qhv-TI1D~4Ro+~(;S2eR+F<kh-Jci%ZLKPl

diff --git a/master/.doctrees/api/datasets/sequence_labeling.doctree b/master/.doctrees/api/datasets/sequence_labeling.doctree
index 4f65268de8e45e7cf9dbd008a6ae99f5aa474e37..017adbed748ab98ad32db4999bf04598dac7738a 100644
GIT binary patch
delta 16631
zcmbuF`F9oN8OP6^edgZW>?9;e79nK|W+5S3EVxuFi-{3U5E3poga!o#cM)W%M^S>N
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delta 16631
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h@*c-~aY@0><|s;<q5HV4$a^#u!WHoq_j!x7{{xJkGcW)E

diff --git a/master/.doctrees/api/datasets/text_image.doctree b/master/.doctrees/api/datasets/text_image.doctree
index 8f766dd146bd666c89722285512c19e9f73629b3..67bff24835472959b51dd3e6d919dcc98440e4e4 100644
GIT binary patch
delta 487
zcmZn(ZwcQ}$Y^M4Szu&lY?!N`oRn&AYLJ#{Vqs*MnrM`0k!)mOU}k7xl$>mlWMpP(
zV3wMcYM7d`c@g6zGPF%D5b&GK$IP*LH*+^7+Rw5UagpKZ0)aYq(zO8{9ksbq;t_cc
g4xPMDl6UhvsS7M**$mMhsNlj$mUfrTTv}C(0DnJ>bpQYW

delta 487
zcmZn(ZwcQ}$Y^Mgm{?_zQB|s+Y?^GClxAUWYLH@NYGIL<oMLI5oM@P8oR(^AVQ6e>
zkeFm-X=-l1c@g6zGPF%D5b&GK$IP*LH*+^7+Rw5UagpKZ0)aYq(zO8{9ksbq;t_cc
g4xPMDl6UhvsS7M**$mMhsNlj$mUfrTTv}C(0QDM?Jpcdz

diff --git a/master/.doctrees/api/datasets/text_text.doctree b/master/.doctrees/api/datasets/text_text.doctree
index b0db8796fbb2fdcabac261ea76528680b4ddb059..2138f50707ac6fb7dad55f7efa531ff2c9b9e689 100644
GIT binary patch
delta 4368
zcmbuC+iy%!6vnfb&P-<<rqpzXlroxVh?+CiF(pFkMNv#rxAM}<NF+r=5hN~Y6PGZ=
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RSAO9cp0LH#;ThJ2e*p;d9M1p%

delta 4368
zcmbuC+iy%!6vnfb&Wss{Y1MS5Qp#vT2xdANof0ASqG*|<?p{VOA!%r6Nh@(lo4AA_
zj@VJHG=hW>ZFX2%r6Q$?hzJt5mcH;H^db=<(b(rq#q+H52dv*->)YSA&ORfJ+DN0;
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Ry8a8#^Moy+4%e7&{0md(L_q)m

diff --git a/master/.doctrees/api/datasets/treebanks.doctree b/master/.doctrees/api/datasets/treebanks.doctree
index 9ca9f687845969ace0eeac9d18891037bcef8900..89715b39f4679131c9c4badf4b659701e92d7ae9 100644
GIT binary patch
delta 8084
zcmbtY{ZG|Z7~eVPBKN{2!zr2C1Zi%LoZM?7=B7Z!mrLjcc@b?GFJ4jsy}r~6iYVv8
zbk6lPj<h7!=G)59o$ztXS%#w*dsWt(Ep)D}Q5m$R^9Qu&`@L?_kA3(9KA+F?Jm)#j
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CkU+8k

delta 8084
zcmbtY{ZG|Z7~eVPBKN{2!>JkC1Z{4PoLm^=8k@XSe7S^PkQZMX#(N^5h}!B>L^&5G
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BjmrQ4

diff --git a/master/.doctrees/api/embeddings/base.doctree b/master/.doctrees/api/embeddings/base.doctree
index a1e534ec50c3c397ad12b2495cb6595358baeb5b..c511e468121f9a9ed40addf509904fdeef0d5b94 100644
GIT binary patch
delta 3262
zcmbuB-)oX#6vuf?n?L5>*JUgbR@Ozrpy}&ouH3+jfsK}xjUpmZ_bx(4gEgWx3|1FX
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r`<PgqYh_kohn4%iKl9qcEJa0S9*ngvaL2|TB3DaJ@E0c!vy|o!|K!%t

delta 3262
zcmbuB(Q8t16vz3QHucWk>oS%IE9)U)u&FomuH3+ffsK}xjUr-l)mb4?uq3i!uzHYs
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diff --git a/master/.doctrees/api/embeddings/document.doctree b/master/.doctrees/api/embeddings/document.doctree
index 51a8f1aff1b64857065a84790b0cfefa5084e3fc..9382755dbd48305d12467e6c8dd8c32bf584a605 100644
GIT binary patch
delta 6643
zcmbuD>ra$N6o+%hU0Cib1>_Q7gVvxZ?5;|=Xpjn~Kv6VS3rp<60x4DnQ-x?sV){Yb
z1Oyr5D3zL$rWQl&wqraWfQZ&uqavk=^-{T{F(!tlDQ(h*k|mw@1vK>==luiDGiT1_
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I33hqWfBWU}cmMzZ

delta 6643
zcmbuD>ra$N6o+%hU0Cib1?3W8gVumI7AWPWK`NMnMbTI-EU~-pO2i_UluINfG5w%z
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diff --git a/master/.doctrees/api/embeddings/image.doctree b/master/.doctrees/api/embeddings/image.doctree
index 70590df75761cba216601ededbf9bb3425470a48..abf2613b7a30a995cfd1cfbe5067ccd395b8c375 100644
GIT binary patch
delta 2735
zcmaENf%)A9<_+15hNhMUMrOu_x%$aTsph5zX{ja_Muw@0Mu`^5Mg|6Eh89N2$redQ
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delta 2735
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diff --git a/master/.doctrees/api/embeddings/legacy.doctree b/master/.doctrees/api/embeddings/legacy.doctree
index 1e5a94819bd7e272ca0db72737135ba7c0f5dda7..edc52643b831cae5e49f17d9f134e86cd59a94b5 100644
GIT binary patch
delta 3173
zcmbuB?@Lo*6vuhWTl=A|Qq!XHQc;M+cCT$s3O6?!%_VIYqM$9^){RIOvtm$$y^x>+
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delta 3173
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Jm&C4b`UB9R`Az@;

diff --git a/master/.doctrees/api/embeddings/token.doctree b/master/.doctrees/api/embeddings/token.doctree
index b86e4aaeca395de5a6fc98c0fa295a7a4e6ecfcf..c23eeb55b18c19fd03f4731195e753d3a2e4020a 100644
GIT binary patch
delta 11446
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delta 11446
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diff --git a/master/.doctrees/api/embeddings/transformer.doctree b/master/.doctrees/api/embeddings/transformer.doctree
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diff --git a/master/.doctrees/api/flair.data.doctree b/master/.doctrees/api/flair.data.doctree
index 4dad2438b2e747c6a7d30af498eebe4ba2a272a0..0f74b97bf82f640cc0a12216af6f840da893c89a 100644
GIT binary patch
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diff --git a/master/.doctrees/api/flair.datasets.doctree b/master/.doctrees/api/flair.datasets.doctree
index 63e7c02666d833c9f375f54e7e9bf0e25f83ceb5..cd1dde7ffdea2b89a594a8e655e4a3a2d4ad903b 100644
GIT binary patch
delta 62
zcmdlXu|r}*G^3%ZWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
Rfmv!&s$pu%<{rj1TmV6u5?%lR

delta 62
zcmdlXu|r}*G^3$GVq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
RL1L1TrK!33<{rj1TmWvH688WA

diff --git a/master/.doctrees/api/flair.doctree b/master/.doctrees/api/flair.doctree
index e4b2498736d14a6308a4fc8e5c8e36f6bf6db8a7..a4eaf2480dd41947bba0ed44d14be881d72f98eb 100644
GIT binary patch
delta 532
zcmccD&Umk#af2tLp{Zqok(se!u6}Y-s=28_TB?bKkzs10QKCh%k%57kp@mU$vPF`S
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delta 532
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diff --git a/master/.doctrees/api/flair.embeddings.doctree b/master/.doctrees/api/flair.embeddings.doctree
index c1e6729efc66d5f0d404f55f269f01c54490866f..7d6690e4ad1a6668b39bacff15dcc63fde0b63d8 100644
GIT binary patch
delta 62
zcmZ20zE*rgJfoqhWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
Rfmv!&s$pu%<_V0lTmU<|5x)Qc

delta 62
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diff --git a/master/.doctrees/api/flair.models.doctree b/master/.doctrees/api/flair.models.doctree
index a3506db96b1c93816909b0e13710891148fb3759..a2c6124701a680a870e74171569500cfac1d2009 100644
GIT binary patch
delta 19500
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delta 19500
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diff --git a/master/.doctrees/api/flair.nn.doctree b/master/.doctrees/api/flair.nn.doctree
index 8626305befbf271aca090ee8423b08ef44ca460c..08acda370cabdf680c7eb89ffbfb528f85fd720e 100644
GIT binary patch
delta 4998
zcmbuC-%FHP7{__es9BD`XJ-wwAMP5Ilr!UxX3Qk9AC4|7mXyQ}%{a|wkTO9O{ZO<n
zf~Y9o;zR`rWqYw}#GYLq5N7bME+ngqF1pa7-IW%WtYr)&Y|r~nyF_>IcmIIT_xV20
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U-goh%0!IaK|MTjv9hHuM0PwBMsQ>@~

delta 4998
zcmbuC-%FHP7{__es9BD`r^&_ahpj>@t=csBj%$**m7|eZQnEBO)0j<=Vz9fBrD%Jx
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diff --git a/master/.doctrees/api/flair.splitter.doctree b/master/.doctrees/api/flair.splitter.doctree
index c937cc79c99cd95b96a836c3f18e225bc98cec79..3d1f3a633bde4b85c94d3044261b22c281441aed 100644
GIT binary patch
delta 2843
zcmZ40!?LP}WkWQhp{Zqok(se!u6}Y-s=28_TB?bKkzs10QKCh%k%57kp@mU$vPF`S
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M>1}_(%;>}f0I2eTy#N3J

delta 2843
zcmZ40!?LP}WkWQhp+RC|l|@EXseZC)vSCu1g}JFgijk>>MOt!-rEzkiVXARjs<DNk
zv8h2~l98pUx%uWE#`{d9Yn!}Y(th%X)2y2xuvoK_t(|@IBrZ<!ZRgl5%$v<ay6v0S
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M>1}_(%;>}f0EAJT2><{9

diff --git a/master/.doctrees/api/flair.tokenization.doctree b/master/.doctrees/api/flair.tokenization.doctree
index 68d9e11c51562efe0f8e2665e8b1014d3631fd4c..fdf3562f901d20e7fb581d218d1e0ad283a5496d 100644
GIT binary patch
delta 2979
zcmbuB;Y$-?9LL$*oO!!xjPONR_O3U%-L2j3TCR>b7~*hmBqYJ^&NHGLGpbi&v>>cE
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GxAPB(Q<)P0

delta 2979
zcmbuB-%C?r7{}S%oVgzsBfJR9?z+is9?o{wa&?FULmci#LK5ukY^&(Vit<J=S`gMv
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F@eh-SwJHDr

diff --git a/master/.doctrees/api/flair.trainers.doctree b/master/.doctrees/api/flair.trainers.doctree
index c46e8d8dce12a1fd945540f238d61ba2ca55661f..8362cf4049c33d18a85eaf1a8854b570ceb8b247 100644
GIT binary patch
delta 1719
zcmbP#hi(2HwhhsYhNhMUMrOu_x%$aTsph5zX{ja_Muw@0Mu`^5Mg|6Eh89N2$redQ
zW|jtKsY$7ZsVSR#7#}c^u5I!~C-2QKSXQx<sg;lS2pNtA+G;-epA_$8OG)0%A^b~u
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zBHMp7F}^1w*CH9C-^nPreRelx#+Xd^oW{tzU3CiMG)g>WvK?qlhA8Q=vi;F&Mq4HT
DZ%qEi

delta 1719
zcmbP#hi(2HwhhsYh6ag=RTddlrTWRH$%aX37Ure~DMqFi7HP>Tmd446hN;GBsm2zD
z#-;{|Nk*2Y=H{Dw7#}c^u5I!~C-2QKSXQx<sg;lS2pNtA+G;-epA_$8OG)0%A^b~u
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zBHMp7F}^1w*CH9C-^nPreRelx#+Xd^oW{tzU3CiMG)g>WvK?qlhA8Q=vi;F&Mq4HT
Dsq7B;

diff --git a/master/.doctrees/api/flair.trainers.plugins.doctree b/master/.doctrees/api/flair.trainers.plugins.doctree
index 25917bf3e60cd9344fd88f6658ca3cce008f5874..626ceb9f65f693b2f4cac3d8e33058438aeea0cd 100644
GIT binary patch
delta 8353
zcmbuD`%{!v7{}*1!U8U^K%zEgu98{`vAYU_ENsm*UO;0_!Z91UF3Ey7bi9NiS`Ik|
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delta 8353
zcmbuD=}(kb6vlI|tPXocZLD>as;xqq0jGcrj7=JsLCaVv#@YzORv2(Y>xM<NHI!Iz
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diff --git a/master/.doctrees/api/index.doctree b/master/.doctrees/api/index.doctree
index 0f079d5ef5a34b28d367792595572ee29861babf..b05a9afd0a36ac9cce35df308988d14861744fde 100644
GIT binary patch
delta 62
zcmX>sepq~iKck_kWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
Rfmv!&s$pu%<_1P*E&xKZ5%B;3

delta 62
zcmX>sepq~iKck^RVq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
RL1L1TrK!33<_1P*E&y+{5{du-

diff --git a/master/.doctrees/contributing/index.doctree b/master/.doctrees/contributing/index.doctree
index 23e771bd776c748b8c3f4a225ea48eaf3cfdb2ca..84ebf41afb2251176966b4d39215a8e8e29fdc2e 100644
GIT binary patch
delta 62
zcmeAX?-Ab+&S+?ASzu&lY?!N`oRn&AYLJ#{Vqs*MnrM`0k!)mOU}k7xl$>mlWMpP(
RV3wMcYM7d`xr32~3jitR5mW#G

delta 62
zcmeAX?-Ab+&S+?mm{?_zQB|s+Y?^GClxAUWYLH@NYGIL<oMLI5oM@P8oR(^AVQ6e>
RkeFm-X=-l1xr32~3jkK<5$yl~

diff --git a/master/.doctrees/contributing/local_development.doctree b/master/.doctrees/contributing/local_development.doctree
index 224a4f614dc6b544feb83d2a01f89747c573505d..68658581f25aa2d9319c77e63821883de9a634ae 100644
GIT binary patch
delta 62
zcmdnvu*YFTETf^RWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
Rfmv!&s$pu%=03)CasXD;63_qu

delta 62
zcmdnvu*YFTETf@8Vq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
RL1L1TrK!33=03)CasY$X6KMbd

diff --git a/master/.doctrees/contributing/making_a_pull_request.doctree b/master/.doctrees/contributing/making_a_pull_request.doctree
index 0392ed38c44ecf44da87e9e5df5850ff1b12daa8..64b0bf89ae54cf510849d3d75aa2e78bc670140a 100644
GIT binary patch
delta 62
zcmdmFu*qOUDx;yPWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
Rfmv!&s$pu%=4p&`!~jf85|RJ_

delta 62
zcmdmFu*qOUDx;x6Vq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
RL1L1TrK!33=4p&`!~l6s6Dt4!

diff --git a/master/.doctrees/contributing/updating_documentation.doctree b/master/.doctrees/contributing/updating_documentation.doctree
index bba94fe72ad48767db400fc4cca6a0c12011b4fb..393bc0417e31ce2ef3db0410a5baeed3bb4573cd 100644
GIT binary patch
delta 62
zcmeyD^Dk#ZI-{YfWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
Rfmv!&s$pu%<{6C7OaP706b=9Y

delta 62
zcmeyD^Dk#ZI-{XMVq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
RL1L1TrK!33<{6C7OaQvk6sG_H

diff --git a/master/.doctrees/contributing/writing_a_good_issue.doctree b/master/.doctrees/contributing/writing_a_good_issue.doctree
index 55d1e32041b8c40ea5ca56ea0dda4bc9e659d6ed..82518a7bd19ca06984366442e232d9c76d0e014c 100644
GIT binary patch
delta 62
zcmX?Ca;{`UGNYlXWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
Rfmv!&s$pu%<|&N3EC6|E6OI4?

delta 62
zcmX?Ca;{`UGNYkEVq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
RL1L1TrK!33<|&N3EC8ly6ej=x

diff --git a/master/.doctrees/environment.pickle b/master/.doctrees/environment.pickle
index 0f1e00f6483ac210ef56c3c21ce6cbd662170d28..19fa90b67a9abf92fa3dbb350847758835157217 100644
GIT binary patch
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diff --git a/master/.doctrees/glossary/index.doctree b/master/.doctrees/glossary/index.doctree
new file mode 100644
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GIT binary patch
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diff --git a/master/.doctrees/index.doctree b/master/.doctrees/index.doctree
index 809d5a38437812c138946a8c239f82217a0f0c42..cdbdd38e85522694cf2a4e1f5f7da4605c323848 100644
GIT binary patch
delta 933
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delta 437
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diff --git a/master/.doctrees/tutorial/index.doctree b/master/.doctrees/tutorial/index.doctree
index c1a8a21566c0897c3dfcd1b82784c9a29ac09208..5fe8550a7affb397afa1fe0532c90c8591f4cd85 100644
GIT binary patch
delta 62
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delta 62
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diff --git a/master/.doctrees/tutorial/intro.doctree b/master/.doctrees/tutorial/intro.doctree
index aaf0f9ee06482dab6306e6d9ee1c0ec92b509971..e1450f9e6e3475d705a56680512c8dd19481a348 100644
GIT binary patch
delta 62
zcmbOeIVW<15Tl`~Wr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
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delta 62
zcmbOeIVW<15Tl_%Vq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
RL1L1TrK!33W@pAoZ2)c25`6#w

diff --git a/master/.doctrees/tutorial/tutorial-basics/basic-types.doctree b/master/.doctrees/tutorial/tutorial-basics/basic-types.doctree
index 7c00815c1e3b96ce0056efe3bba7b21a0c7910a3..94646903d512f6589d2d7822ee0842743474156a 100644
GIT binary patch
delta 74
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eW|jtKsY$7ZsVVv?`N_rllkHhlHZNjitpNag2o~4?

delta 74
zcmZ4fn{oMX#trU_<_3w0RTddlrTWRH$%aX37Ure~DMqFi7HP>Tmd446hN;GBsm2zD
e#-;{|Nk*2Y=H~h-`N_rllkHhlHZNjitpNb80~c`s

diff --git a/master/.doctrees/tutorial/tutorial-basics/entity-linking.doctree b/master/.doctrees/tutorial/tutorial-basics/entity-linking.doctree
index 2aaeafa1e4b1385201a375df3d6202cafc9fec2a..a089df7b4190fc363fbd3418fcaf79671e84d313 100644
GIT binary patch
delta 62
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delta 62
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RkeFm-X=-l1c?n~-832j16L0_k

diff --git a/master/.doctrees/tutorial/tutorial-basics/how-predictions-work.doctree b/master/.doctrees/tutorial/tutorial-basics/how-predictions-work.doctree
index 9e7a35d730085766f016b95f8b7da9b604416885..a8fda77ea690b98171faf6bdd1e24917e1a9b5c3 100644
GIT binary patch
delta 72
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delta 72
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bkeFm-X=-k+pOT+ktUuY7Uw89yMrU;ZM2;38

diff --git a/master/.doctrees/tutorial/tutorial-basics/how-to-tag-corpus.doctree b/master/.doctrees/tutorial/tutorial-basics/how-to-tag-corpus.doctree
index 8c0d3a9e16cc26d97c8568d709dbe8db69e9a279..d89f4d3f4e7a659ba8d1eff5f58c61a3a9f2148b 100644
GIT binary patch
delta 62
zcmX?San52xE~BBTWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
Rfmv!&s$pu%=6Q@8qyS%d69NDL

delta 62
zcmX?San52xE~BAAVq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
RL1L1TrK!33=6Q@8qyUV06Po}4

diff --git a/master/.doctrees/tutorial/tutorial-basics/index.doctree b/master/.doctrees/tutorial/tutorial-basics/index.doctree
index af3bc9946e8161ac91cd5ca4e36d113c51d7427c..9d2b78e01f50eb6b4f601e99cd031af26c655315 100644
GIT binary patch
delta 72
zcmdlWvq5G<A)~peWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
cfmv!&s$pu1eoB6FvHs-Q%yOHLF=p`q01rA9!T<mO

delta 72
zcmdlWvq5G<A)~oLVq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
cL1L1TrK!2OeoB6FvHs-Q%yOHLF=p`q075kuTL1t6

diff --git a/master/.doctrees/tutorial/tutorial-basics/other-models.doctree b/master/.doctrees/tutorial/tutorial-basics/other-models.doctree
index a238958f8b3f536b9a37c7b5f5905801fca1d57c..7e4c3bb572f7065cab844199aa2923e247edfa2d 100644
GIT binary patch
delta 64
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UW|jtKsY$7ZsVSSMFs`Tp0Jc{Yt^fc4

delta 64
zcmdn<hjGsz#tq4gh6ag=RTddlrTWRH$%aX37Ure~DMqFi7HP>Tmd446hN;GBsm2zD
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diff --git a/master/.doctrees/tutorial/tutorial-basics/part-of-speech-tagging.doctree b/master/.doctrees/tutorial/tutorial-basics/part-of-speech-tagging.doctree
index a8abb2d418cd766732330ddd000b950e9bc1e24c..6334996b218e5608f4fc2a3c192e43058ee89d80 100644
GIT binary patch
delta 64
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delta 64
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diff --git a/master/.doctrees/tutorial/tutorial-basics/tagging-entities.doctree b/master/.doctrees/tutorial/tutorial-basics/tagging-entities.doctree
index d57fbfffd39dbcb388445c6d9e8108488e4bce8f..aa2e3d7e912f76b904f4c2e800a7ca6ed3a88424 100644
GIT binary patch
delta 64
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delta 64
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diff --git a/master/.doctrees/tutorial/tutorial-basics/tagging-sentiment.doctree b/master/.doctrees/tutorial/tutorial-basics/tagging-sentiment.doctree
index 9bde64ca9e249e3357f437b5ad5147b97d3d1a2d..b464bef65ba5aa1abcd0ea6799f3a5128b6fd1aa 100644
GIT binary patch
delta 62
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delta 62
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GIT binary patch
delta 64
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delta 64
zcmX@QmFehKrVW{lh6ag=RTddlrTWRH$%aX37Ure~DMqFi7HP>Tmd446hN;GBsm2zD
U#-;{|Nk*2Y=H{DcF>22Q0LH2mc>n+a

diff --git a/master/.doctrees/tutorial/tutorial-embeddings/embeddings.doctree b/master/.doctrees/tutorial/tutorial-embeddings/embeddings.doctree
index ec6c694698c80df2f749504f77d03ad068c0b7f2..db7cb8d6fa343fa82fbead45c2acdab8ce1e8084 100644
GIT binary patch
delta 64
zcmbO?n{nQ3#tr_AhNhMUMrOu_x%$aTsph5zX{ja_Muw@0Mu`^5Mg|6Eh89N2$redQ
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delta 64
zcmbO?n{nQ3#tr_Ah6ag=RTddlrTWRH$%aX37Ure~DMqFi7HP>Tmd446hN;GBsm2zD
T#-;{|Nk*2Y=H{Cl80CBbpbryg

diff --git a/master/.doctrees/tutorial/tutorial-embeddings/flair-embeddings.doctree b/master/.doctrees/tutorial/tutorial-embeddings/flair-embeddings.doctree
index 81389aefa1dd0d009a9c9d4d1829fde87f53be1b..1abdee43d6920f9402fa88476105d83a332783c0 100644
GIT binary patch
delta 67
zcmccG!g95RWkWQhp{Zqok(se!u6}Y-s=28_TB?bKkzs10QKCh%k%57kp@mU$vPF`S
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delta 67
zcmccG!g95RWkWQhp+RC|l|@EXseZC)vSCu1g}JFgijk>>MOt!-rEzkiVXARjs<DNk
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diff --git a/master/.doctrees/tutorial/tutorial-embeddings/index.doctree b/master/.doctrees/tutorial/tutorial-embeddings/index.doctree
index dcf4bfbeb5723005efeb4bb2f305cb40655a5106..fcbdd93d0f7a24c7c88d7bf1e634ef6f01456fb8 100644
GIT binary patch
delta 62
zcmeB`>y_J(&1h(9Szu&lY?!N`oRn&AYLJ#{Vqs*MnrM`0k!)mOU}k7xl$>mlWMpP(
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delta 62
zcmeB`>y_J(&1h(lm{?_zQB|s+Y?^GClxAUWYLH@NYGIL<oMLI5oM@P8oR(^AVQ6e>
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GIT binary patch
delta 64
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UW|jtKsY$7ZsVST1G5+2N0G{6z+yDRo

delta 64
zcmbRFoN4BBrVY7_h6ag=RTddlrTWRH$%aX37Ure~DMqFi7HP>Tmd446hN;GBsm2zD
U#-;{|Nk*2Y=H{E{G5+2N0L$PNbpQYW

diff --git a/master/.doctrees/tutorial/tutorial-embeddings/transformer-embeddings.doctree b/master/.doctrees/tutorial/tutorial-embeddings/transformer-embeddings.doctree
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GIT binary patch
delta 64
zcmeDA&DissaYH(zp{Zqok(se!u6}Y-s=28_TB?bKkzs10QKCh%k%57kp@mU$vPF`S
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delta 64
zcmeDA&DissaYH(zp+RC|l|@EXseZC)vSCu1g}JFgijk>>MOt!-rEzkiVXARjs<DNk
Tv8h2~l98pUx%uW9j9;n&%=i^J

diff --git a/master/.doctrees/tutorial/tutorial-training/how-model-training-works.doctree b/master/.doctrees/tutorial/tutorial-training/how-model-training-works.doctree
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GIT binary patch
delta 64
zcmZpD$<+FiX+tfep{Zqok(se!u6}Y-s=28_TB?bKkzs10QKCh%k%57kp@mU$vPF`S
UnWceQYEr6UYRcwyjMp~-0GXN;wEzGB

delta 64
zcmZpD$<+FiX+tfep+RC|l|@EXseZC)vSCu1g}JFgijk>>MOt!-rEzkiVXARjs<DNk
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diff --git a/master/.doctrees/tutorial/tutorial-training/how-to-load-custom-dataset.doctree b/master/.doctrees/tutorial/tutorial-training/how-to-load-custom-dataset.doctree
index cd9f8d03ead2907ea5dbd6adaa7c94b0b1189f02..071edbddd837686dd982225f4b255f6c69232e32 100644
GIT binary patch
delta 64
zcmX?khVkSX#tp@chNhMUMrOu_x%$aTsph5zX{ja_Muw@0Mu`^5Mg|6Eh89N2$redQ
UW|jtKsY$7ZsVSS6FfL620I5<GZ2$lO

delta 64
zcmX?khVkSX#tp@ch6ag=RTddlrTWRH$%aX37Ure~DMqFi7HP>Tmd446hN;GBsm2zD
U#-;{|Nk*2Y=H{E1FfL620M=6#1^@s6

diff --git a/master/.doctrees/tutorial/tutorial-training/how-to-load-prepared-dataset.doctree b/master/.doctrees/tutorial/tutorial-training/how-to-load-prepared-dataset.doctree
index 5ba7fa75c35d017a271e82a6f9aef63712f38fb0..93f9e5039033c184b0a7014ce56b1a3faecf82e1 100644
GIT binary patch
delta 64
zcmaF5i|OeurVZtchNhMUMrOu_x%$aTsph5zX{ja_Muw@0Mu`^5Mg|6Eh89N2$redQ
UW|jtKsY$7ZsVSRRFz%fV0I)0++5i9m

delta 64
zcmaF5i|OeurVZtch6ag=RTddlrTWRH$%aX37Ure~DMqFi7HP>Tmd446hN;GBsm2zD
U#-;{|Nk*2Y=H{DMFz%fV0NpJWa{vGU

diff --git a/master/.doctrees/tutorial/tutorial-training/how-to-train-sequence-tagger.doctree b/master/.doctrees/tutorial/tutorial-training/how-to-train-sequence-tagger.doctree
index da065b724770d2489048a6a976dcc7915699b8c2..bfe19366500cdece40fca73b27f762d938d572cd 100644
GIT binary patch
delta 64
zcmeyljq&F;#toT_hNhMUMrOu_x%$aTsph5zX{ja_Muw@0Mu`^5Mg|6Eh89N2$redQ
UW|jtKsY$7ZsVSRhG2V{^0JJw0yZ`_I

delta 64
zcmeyljq&F;#toT_h6ag=RTddlrTWRH$%aX37Ure~DMqFi7HP>Tmd446hN;GBsm2zD
U#-;{|Nk*2Y=H{DcG2V{^0O2?lRR910

diff --git a/master/.doctrees/tutorial/tutorial-training/how-to-train-text-classifier.doctree b/master/.doctrees/tutorial/tutorial-training/how-to-train-text-classifier.doctree
index 95dc957c33f86a6c2f89249217b36fbd2dab96d0..1219d20a1674161599e5a9befb28be1461fa07c9 100644
GIT binary patch
delta 62
zcmdn&zS(_4CZnOLWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
Rfmv!&s$pu%=2?uAN&r`g5>o&G

delta 62
zcmdn&zS(_4CZnN2Vq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
RL1L1TrK!33=2?uAN&tk366^o~

diff --git a/master/.doctrees/tutorial/tutorial-training/index.doctree b/master/.doctrees/tutorial/tutorial-training/index.doctree
index 6214f94ba4d371ff1be636d8e0b55cef30d927c0..ac53ce02c8248849fb1c09b17f6ff284f9c235f9 100644
GIT binary patch
delta 72
zcmX>reO7uyDWkcmWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
bfmv!&s$pu1eoB6FvHs*hW`)gX7#Vp09MTn2

delta 72
zcmX>reO7uyDWkbTVq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
bL1L1TrK!2OeoB6FvHs*hW`)gX7#Vp0Pt6tV

diff --git a/master/.doctrees/tutorial/tutorial-training/train-vs-fine-tune.doctree b/master/.doctrees/tutorial/tutorial-training/train-vs-fine-tune.doctree
index 53fc398e789f6b9d3c00f492ecabc3189bde0471..1ab83518987057d00d430da1a5ef368a93f8cfb7 100644
GIT binary patch
delta 62
zcmX>jdq#FcCZnOLWr2~Iv0<)$a#E_fsX<z*iG`72YNAo1MY55BftjI&QF5|Hl98FE
Rfmv!&s$pu%=2?tJyZ}$%5;Xt-

delta 62
zcmX>jdq#FcCZnN2Vq%p=MpdbPvT3qmQksRisX>a7sf9&aa*CyKa-w0XaayXeg`u&j
RL1L1TrK!33=2?tJya0UQ63zes

diff --git a/master/_images/glossary.svg b/master/_images/glossary.svg
new file mode 100644
index 000000000..ea3f8ad63
--- /dev/null
+++ b/master/_images/glossary.svg
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="utf-8"?>
+
<!-- Uploaded to: SVG Repo, www.svgrepo.com, Generator: SVG Repo Mixer Tools -->
+<svg width="800px" height="800px" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
+    <g fill="#494c4e" fill-rule="evenodd">
+        <path d="M23.37.67l-.02-.02A2.24 2.24 0 0 0 21.77 0C16.95.01 13.86 1.33 12 2.6A13.365 13.365 0 0 0 8.61.94 20.711 20.711 0 0 0 2.22 0 2.251 2.251 0 0 0 .63.67C.226 1.085 0 1.641 0 2.22v19.56c.005.598.246 1.169.67 1.59.421.4.979.626 1.56.63 4.82-.01 7.91-1.33 9.77-2.6 1.86 1.27 4.95 2.59 9.78 2.6a2.315 2.315 0 0 0 1.59-.67c.402-.416.628-.971.63-1.55V2.22c0-.579-.226-1.135-.63-1.55zM11 19.67C9.42 20.78 6.68 21.99 2.22 22a.468.468 0 0 1-.14-.04.276.276 0 0 1-.08-.18V2.22a.273.273 0 0 1 .06-.16c.043-.04.1-.062.16-.06a18.453 18.453 0 0 1 5.76.84A10.96 10.96 0 0 1 11 4.35v15.32zm11 2.11a.394.394 0 0 1-.04.14.344.344 0 0 1-.18.08c-4.46-.01-7.2-1.22-8.78-2.33V4.33c1.58-1.11 4.32-2.32 8.78-2.33a.269.269 0 0 1 .15.05c.04.048.065.107.07.17v19.56z"/>
+        <path d="M8 13H5a1 1 0 0 1 0-2h3a1 1 0 0 1 0 2zm0-4a1 1 0 0 1-.316-.052l-3-1a1.001 1.001 0 0 1 .633-1.9l3 1A1 1 0 0 1 8 9zm-3 9a1 1 0 0 1-.316-1.948l3-1a1.001 1.001 0 0 1 .633 1.9l-3 1A1 1 0 0 1 5 18zm14-5h-3a1 1 0 0 1 0-2h3a1 1 0 0 1 0 2zm-3-4a1 1 0 0 1-.316-1.949l3-1a1.001 1.001 0 0 1 .633 1.9l-3 1A1 1 0 0 1 16 9zm3 9a1 1 0 0 1-.316-.052l-3-1a1.001 1.001 0 0 1 .633-1.9l3 1A1 1 0 0 1 19 18z"/>
+    </g>
+</svg>
\ No newline at end of file
diff --git a/master/_sources/glossary/index.rst.txt b/master/_sources/glossary/index.rst.txt
new file mode 100644
index 000000000..c732a1a12
--- /dev/null
+++ b/master/_sources/glossary/index.rst.txt
@@ -0,0 +1,7 @@
+Glossary
+========
+
+.. glossary::
+
+    Sentence
+      a sentence is a text-unit consisting of tokens, labels and possibly metadata. Notice that a sentence is not limited in size, hence a Sentence itself could hold either a full document, a paragraph, a simple phrase or a linguistic
\ No newline at end of file
diff --git a/master/_sources/index.rst.txt b/master/_sources/index.rst.txt
index 0e37ddc70..3cff76911 100644
--- a/master/_sources/index.rst.txt
+++ b/master/_sources/index.rst.txt
@@ -7,7 +7,7 @@ flair
 **Version**: |version|
 
 **Useful links**:
-`Getting started <gtutorial/index/intro.html>`_ |
+`Getting started <tutorial/intro.html>`_ |
 `Source Repository <https://github.com/flairNLP/flair>`_ |
 `Issue Tracker <https://github.com/flairNLP/flair/issues>`_ |
 
@@ -55,9 +55,9 @@ Flair is a very simple framework for state-of-the-art Natural Language Processin
         Contributor's Guide
         ^^^^^^^^^^^^^^^^^^^
 
-        Want to add to the codebase? Can help add translation or a flowchart to the
+        Want to add to the codebase? Can help add to the
         documentation? The contributing guidelines will guide you through the
-        process of improving NumPy.
+        process of improving Flair.
 
         +++
 
@@ -68,10 +68,28 @@ Flair is a very simple framework for state-of-the-art Natural Language Processin
 
             To the contributor's guide
 
+    .. grid-item-card::
+        :img-top: ./_static/glossary.svg
+
+        Glossary
+        ^^^^^^^^
+
+        Not sure what the exact meaning of certain terms is? Find their definition in the Glossary.
+
+        +++
+
+        .. button-ref:: glossary/index
+            :expand:
+            :color: secondary
+            :click-parent:
+
+            To the glossary
+
 .. toctree::
    :maxdepth: 3
    :hidden:
 
    Tutorials <tutorial/index>
    API reference <api/index>
-   Contributing <contributing/index>
\ No newline at end of file
+   Contributing <contributing/index>
+   Glossary <glossary/index>
\ No newline at end of file
diff --git a/master/_static/glossary.svg b/master/_static/glossary.svg
new file mode 100644
index 000000000..ea3f8ad63
--- /dev/null
+++ b/master/_static/glossary.svg
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="utf-8"?>
+
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+<svg width="800px" height="800px" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
+    <g fill="#494c4e" fill-rule="evenodd">
+        <path d="M23.37.67l-.02-.02A2.24 2.24 0 0 0 21.77 0C16.95.01 13.86 1.33 12 2.6A13.365 13.365 0 0 0 8.61.94 20.711 20.711 0 0 0 2.22 0 2.251 2.251 0 0 0 .63.67C.226 1.085 0 1.641 0 2.22v19.56c.005.598.246 1.169.67 1.59.421.4.979.626 1.56.63 4.82-.01 7.91-1.33 9.77-2.6 1.86 1.27 4.95 2.59 9.78 2.6a2.315 2.315 0 0 0 1.59-.67c.402-.416.628-.971.63-1.55V2.22c0-.579-.226-1.135-.63-1.55zM11 19.67C9.42 20.78 6.68 21.99 2.22 22a.468.468 0 0 1-.14-.04.276.276 0 0 1-.08-.18V2.22a.273.273 0 0 1 .06-.16c.043-.04.1-.062.16-.06a18.453 18.453 0 0 1 5.76.84A10.96 10.96 0 0 1 11 4.35v15.32zm11 2.11a.394.394 0 0 1-.04.14.344.344 0 0 1-.18.08c-4.46-.01-7.2-1.22-8.78-2.33V4.33c1.58-1.11 4.32-2.32 8.78-2.33a.269.269 0 0 1 .15.05c.04.048.065.107.07.17v19.56z"/>
+        <path d="M8 13H5a1 1 0 0 1 0-2h3a1 1 0 0 1 0 2zm0-4a1 1 0 0 1-.316-.052l-3-1a1.001 1.001 0 0 1 .633-1.9l3 1A1 1 0 0 1 8 9zm-3 9a1 1 0 0 1-.316-1.948l3-1a1.001 1.001 0 0 1 .633 1.9l-3 1A1 1 0 0 1 5 18zm14-5h-3a1 1 0 0 1 0-2h3a1 1 0 0 1 0 2zm-3-4a1 1 0 0 1-.316-1.949l3-1a1.001 1.001 0 0 1 .633 1.9l-3 1A1 1 0 0 1 16 9zm3 9a1 1 0 0 1-.316-.052l-3-1a1.001 1.001 0 0 1 .633-1.9l3 1A1 1 0 0 1 19 18z"/>
+    </g>
+</svg>
\ No newline at end of file
diff --git a/master/api/datasets/base.html b/master/api/datasets/base.html
index f555d4ca9..49e196da2 100644
--- a/master/api/datasets/base.html
+++ b/master/api/datasets/base.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -401,6 +415,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/datasets/biomedical.html b/master/api/datasets/biomedical.html
index 1a4424b82..835e15039 100644
--- a/master/api/datasets/biomedical.html
+++ b/master/api/datasets/biomedical.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -401,6 +415,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/datasets/document_classification.html b/master/api/datasets/document_classification.html
index dc6051d16..7b6fa9a88 100644
--- a/master/api/datasets/document_classification.html
+++ b/master/api/datasets/document_classification.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -401,6 +415,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/datasets/entity_linking.html b/master/api/datasets/entity_linking.html
index acb52d76c..2065a6932 100644
--- a/master/api/datasets/entity_linking.html
+++ b/master/api/datasets/entity_linking.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -401,6 +415,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/datasets/ocr.html b/master/api/datasets/ocr.html
index 9d7720818..a7d0809d5 100644
--- a/master/api/datasets/ocr.html
+++ b/master/api/datasets/ocr.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -401,6 +415,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/datasets/relation_extraction.html b/master/api/datasets/relation_extraction.html
index bd880f666..8ff4cbd9d 100644
--- a/master/api/datasets/relation_extraction.html
+++ b/master/api/datasets/relation_extraction.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -401,6 +415,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/datasets/sequence_labeling.html b/master/api/datasets/sequence_labeling.html
index 2d9699bc4..883f50a8d 100644
--- a/master/api/datasets/sequence_labeling.html
+++ b/master/api/datasets/sequence_labeling.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -401,6 +415,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/datasets/text_image.html b/master/api/datasets/text_image.html
index 6d75fb39e..8711659bf 100644
--- a/master/api/datasets/text_image.html
+++ b/master/api/datasets/text_image.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -401,6 +415,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/datasets/text_text.html b/master/api/datasets/text_text.html
index 7196c39c1..ff6954097 100644
--- a/master/api/datasets/text_text.html
+++ b/master/api/datasets/text_text.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -401,6 +415,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/datasets/treebanks.html b/master/api/datasets/treebanks.html
index 5795676bd..6d6e5fb9f 100644
--- a/master/api/datasets/treebanks.html
+++ b/master/api/datasets/treebanks.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -401,6 +415,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/embeddings/base.html b/master/api/embeddings/base.html
index ba6019194..f1a07827b 100644
--- a/master/api/embeddings/base.html
+++ b/master/api/embeddings/base.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -397,6 +411,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/embeddings/document.html b/master/api/embeddings/document.html
index 9dfdc8109..f86826d57 100644
--- a/master/api/embeddings/document.html
+++ b/master/api/embeddings/document.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -397,6 +411,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
@@ -495,7 +510,7 @@ <h3>Versions</h3>
 <li><p><strong>layer_mean</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, uses a scalar mix of layers as embedding</p></li>
 <li><p><strong>fine_tune</strong> – If True, allows transformers to be fine-tuned during training</p></li>
 <li><p><strong>is_token_embedding</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, the embedding can be used as TokenEmbedding too.</p></li>
-<li><p><strong>**kwargs</strong> – Arguments propagated to <code class="xref py py-meth docutils literal notranslate"><span class="pre">flair.embeddings.transformer.TransformerEmbeddings.__init__()</span></code></p></li>
+<li><p><strong>**kwargs</strong> – Arguments propagated to <a class="reference internal" href="transformer.html#flair.embeddings.transformer.TransformerEmbeddings.__init__" title="flair.embeddings.transformer.TransformerEmbeddings.__init__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">flair.embeddings.transformer.TransformerEmbeddings.__init__()</span></code></a></p></li>
 </ul>
 </dd>
 </dl>
diff --git a/master/api/embeddings/image.html b/master/api/embeddings/image.html
index 3905232c7..d8c2927a1 100644
--- a/master/api/embeddings/image.html
+++ b/master/api/embeddings/image.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -397,6 +411,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/embeddings/legacy.html b/master/api/embeddings/legacy.html
index c1f70ad3e..62244130a 100644
--- a/master/api/embeddings/legacy.html
+++ b/master/api/embeddings/legacy.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -397,6 +411,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/embeddings/token.html b/master/api/embeddings/token.html
index b93a3175d..ff2340f13 100644
--- a/master/api/embeddings/token.html
+++ b/master/api/embeddings/token.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -397,6 +411,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
@@ -492,7 +507,7 @@ <h3>Versions</h3>
 <li><p><strong>model</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>) – name of transformer model (see <a class="reference external" href="https://huggingface.co/transformers/pretrained_models.html">https://huggingface.co/transformers/pretrained_models.html</a> for options)</p></li>
 <li><p><strong>is_document_embedding</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, the embedding can be used as DocumentEmbedding too.</p></li>
 <li><p><strong>allow_long_sentences</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, too long sentences will be patched and strided and afterwards combined.</p></li>
-<li><p><strong>**kwargs</strong> – Arguments propagated to <code class="xref py py-meth docutils literal notranslate"><span class="pre">flair.embeddings.transformer.TransformerEmbeddings.__init__()</span></code></p></li>
+<li><p><strong>**kwargs</strong> – Arguments propagated to <a class="reference internal" href="transformer.html#flair.embeddings.transformer.TransformerEmbeddings.__init__" title="flair.embeddings.transformer.TransformerEmbeddings.__init__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">flair.embeddings.transformer.TransformerEmbeddings.__init__()</span></code></a></p></li>
 </ul>
 </dd>
 </dl>
diff --git a/master/api/embeddings/transformer.html b/master/api/embeddings/transformer.html
index e004276fa..87ac0aae7 100644
--- a/master/api/embeddings/transformer.html
+++ b/master/api/embeddings/transformer.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -397,6 +411,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
@@ -811,7 +826,7 @@ <h3>Versions</h3>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="flair.embeddings.transformer.TransformerEmbeddings">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">flair.embeddings.transformer.</span></span><span class="sig-name descname"><span class="pre">TransformerEmbeddings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'bert-base-uncased'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fine_tune</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'-1'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_mean</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subtoken_pooling</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'first'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cls_pooling</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'cls'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_token_embedding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_document_embedding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">allow_long_sentences</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_context</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">respect_document_boundaries</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context_dropout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">saved_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_extractor_data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force_max_length</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">needs_manual_ocr</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_context_separator</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/embeddings/transformer.py#L976-L1412"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings" title="Permalink to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">flair.embeddings.transformer.</span></span><span class="sig-name descname"><span class="pre">TransformerEmbeddings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'bert-base-uncased'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fine_tune</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'-1'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_mean</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subtoken_pooling</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'first'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cls_pooling</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'cls'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_token_embedding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_document_embedding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">allow_long_sentences</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_context</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">respect_document_boundaries</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context_dropout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">saved_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_extractor_data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force_max_length</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">needs_manual_ocr</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_context_separator</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/embeddings/transformer.py#L976-L1438"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings" title="Permalink to this definition">#</a></dt>
 <dd><p>Bases: <a class="reference internal" href="#flair.embeddings.transformer.TransformerBaseEmbeddings" title="flair.embeddings.transformer.TransformerBaseEmbeddings"><code class="xref py py-class docutils literal notranslate"><span class="pre">TransformerBaseEmbeddings</span></code></a></p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="flair.embeddings.transformer.TransformerEmbeddings.onnx_cls">
@@ -819,6 +834,39 @@ <h3>Versions</h3>
 <dd><p>alias of <a class="reference internal" href="#flair.embeddings.transformer.TransformerOnnxEmbeddings" title="flair.embeddings.transformer.TransformerOnnxEmbeddings"><code class="xref py py-class docutils literal notranslate"><span class="pre">TransformerOnnxEmbeddings</span></code></a></p>
 </dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="flair.embeddings.transformer.TransformerEmbeddings.__init__">
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'bert-base-uncased'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fine_tune</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'-1'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layer_mean</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subtoken_pooling</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'first'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cls_pooling</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'cls'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_token_embedding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_document_embedding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">allow_long_sentences</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_context</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">respect_document_boundaries</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context_dropout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">saved_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenizer_data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_extractor_data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force_max_length</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">needs_manual_ocr</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_context_separator</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/embeddings/transformer.py#L979-L1154"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings.__init__" title="Permalink to this definition">#</a></dt>
+<dd><p>Instantiate transformers embeddings.</p>
+<p>Allows using transformers as TokenEmbeddings and DocumentEmbeddings or both.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>model</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>) – name of transformer model (see <a class="reference external" href="https://huggingface.co/models">huggingface hub</a> for options)</p></li>
+<li><p><strong>fine_tune</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, the weights of the transformers embedding will be updated during training.</p></li>
+<li><p><strong>layers</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>) – Specify which layers should be extracted for the embeddings. Expects either “all” to extract all layers or a comma separated list of indices (e.g. “-1,-2,-3,-4” for the last 4 layers)</p></li>
+<li><p><strong>layer_mean</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, the extracted layers will be averaged. Otherwise, they will be concatenated.</p></li>
+<li><p><strong>subtoken_pooling</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Literal</span></code>[<code class="docutils literal notranslate"><span class="pre">'first'</span></code>, <code class="docutils literal notranslate"><span class="pre">'last'</span></code>, <code class="docutils literal notranslate"><span class="pre">'first_last'</span></code>, <code class="docutils literal notranslate"><span class="pre">'mean'</span></code>]) – Specify how multiple sub-tokens will be aggregated for a token-embedding.</p></li>
+<li><p><strong>cls_pooling</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Literal</span></code>[<code class="docutils literal notranslate"><span class="pre">'cls'</span></code>, <code class="docutils literal notranslate"><span class="pre">'max'</span></code>, <code class="docutils literal notranslate"><span class="pre">'mean'</span></code>]) – Specify how the document-embeddings will be extracted.</p></li>
+<li><p><strong>is_token_embedding</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, this embeddings can be handled as token-embeddings.</p></li>
+<li><p><strong>is_document_embedding</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, this embeddings can be handled document-embeddings.</p></li>
+<li><p><strong>allow_long_sentences</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, too long sentences will be patched and strided and afterwards combined.</p></li>
+<li><p><strong>use_context</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Union</span></code>[<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">int</span></code>]) – If True, predicting multiple sentences at once, will use the previous and next sentences for context.</p></li>
+<li><p><strong>respect_document_boundaries</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, the context calculation will stop if a sentence represents a context boundary.</p></li>
+<li><p><strong>context_dropout</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">float</span></code>) – Integer percentage (0-100) to specify how often the context won’t be used during training.</p></li>
+<li><p><strong>saved_config</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Optional</span></code>[<code class="xref py py-class docutils literal notranslate"><span class="pre">PretrainedConfig</span></code>]) – Pretrained config used when loading embeddings. Always use None.</p></li>
+<li><p><strong>tokenizer_data</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Optional</span></code>[<code class="xref py py-class docutils literal notranslate"><span class="pre">BytesIO</span></code>]) – Tokenizer data used when loading embeddings. Always use None.</p></li>
+<li><p><strong>feature_extractor_data</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Optional</span></code>[<code class="xref py py-class docutils literal notranslate"><span class="pre">BytesIO</span></code>]) – Feature extractor data used when loading embeddings. Always use None.</p></li>
+<li><p><strong>name</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Optional</span></code>[<code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>]) – The name for the embeddings. Per default the name will be used from the used transformers model.</p></li>
+<li><p><strong>force_max_length</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, the tokenizer will always pad the sequences to maximum length.</p></li>
+<li><p><strong>needs_manual_ocr</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Optional</span></code>[<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>]) – If True, bounding boxes will be calculated manually. This is used for models like <a class="reference external" href="https://huggingface.co/docs/transformers/model_doc/layoutlm">layoutlm</a> where the tokenizer doesn’t compute the bounding boxes itself.</p></li>
+<li><p><strong>use_context_separator</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code>) – If True, the embedding will hold an additional token to allow the model to distingulish between context and prediction.</p></li>
+<li><p><strong>**kwargs</strong> – Further values forwarded to the transformers config</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
 <dl class="py attribute">
 <dt class="sig sig-object py" id="flair.embeddings.transformer.TransformerEmbeddings.embeddings_name">
 <span class="sig-name descname"><span class="pre">embeddings_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'TransformerEmbeddings'</span></em><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings.embeddings_name" title="Permalink to this definition">#</a></dt>
@@ -837,17 +885,17 @@ <h3>Versions</h3>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="flair.embeddings.transformer.TransformerEmbeddings.from_params">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_params</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">params</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/embeddings/transformer.py#L1229-L1243"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings.from_params" title="Permalink to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_params</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">params</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/embeddings/transformer.py#L1255-L1269"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings.from_params" title="Permalink to this definition">#</a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="flair.embeddings.transformer.TransformerEmbeddings.to_params">
-<span class="sig-name descname"><span class="pre">to_params</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/embeddings/transformer.py#L1245-L1266"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings.to_params" title="Permalink to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">to_params</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/embeddings/transformer.py#L1271-L1292"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings.to_params" title="Permalink to this definition">#</a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="flair.embeddings.transformer.TransformerEmbeddings.forward">
-<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sub_token_lengths</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token_lengths</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overflow_to_sample_mapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">word_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">langs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bbox</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/embeddings/transformer.py#L1277-L1395"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings.forward" title="Permalink to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sub_token_lengths</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token_lengths</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attention_mask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overflow_to_sample_mapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">word_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">langs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bbox</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pixel_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/embeddings/transformer.py#L1303-L1421"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings.forward" title="Permalink to this definition">#</a></dt>
 <dd><p>Defines the computation performed at every call.</p>
 <p>Should be overridden by all subclasses.</p>
 <div class="admonition note">
@@ -861,7 +909,7 @@ <h3>Versions</h3>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="flair.embeddings.transformer.TransformerEmbeddings.export_onnx">
-<span class="sig-name descname"><span class="pre">export_onnx</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">example_sentences</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/embeddings/transformer.py#L1400-L1412"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings.export_onnx" title="Permalink to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">export_onnx</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">example_sentences</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/flairNLP/flair/blob/master/flair/embeddings/transformer.py#L1426-L1438"><span class="linkcode-link"><span class="pre">View</span> <span class="pre">on</span> <span class="pre">GitHub</span></span></a><a class="headerlink" href="#flair.embeddings.transformer.TransformerEmbeddings.export_onnx" title="Permalink to this definition">#</a></dt>
 <dd><p>Export TransformerEmbeddings to OnnxFormat.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1005,6 +1053,7 @@ <h3>Versions</h3>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#flair.embeddings.transformer.TransformerEmbeddings"><code class="docutils literal notranslate"><span class="pre">TransformerEmbeddings</span></code></a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#flair.embeddings.transformer.TransformerEmbeddings.onnx_cls"><code class="docutils literal notranslate"><span class="pre">TransformerEmbeddings.onnx_cls</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#flair.embeddings.transformer.TransformerEmbeddings.__init__"><code class="docutils literal notranslate"><span class="pre">TransformerEmbeddings.__init__()</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#flair.embeddings.transformer.TransformerEmbeddings.embeddings_name"><code class="docutils literal notranslate"><span class="pre">TransformerEmbeddings.embeddings_name</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#flair.embeddings.transformer.TransformerEmbeddings.embedding_length"><code class="docutils literal notranslate"><span class="pre">TransformerEmbeddings.embedding_length</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#flair.embeddings.transformer.TransformerEmbeddings.embedding_type"><code class="docutils literal notranslate"><span class="pre">TransformerEmbeddings.embedding_type</span></code></a></li>
diff --git a/master/api/flair.data.html b/master/api/flair.data.html
index b29d6b37a..9a5691b73 100644
--- a/master/api/flair.data.html
+++ b/master/api/flair.data.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -408,6 +422,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
@@ -986,7 +1001,7 @@ <h3>Versions</h3>
 <code class="xref py py-class docutils literal notranslate"><span class="pre">flair.tokenization.SegTokTokenizer</span></code>. If <cite>use_tokenizer</cite> is set to False,
 <a class="reference internal" href="flair.tokenization.html#flair.tokenization.SpaceTokenizer" title="flair.tokenization.SpaceTokenizer"><code class="xref py py-class docutils literal notranslate"><span class="pre">flair.tokenization.SpaceTokenizer</span></code></a> will be used instead. The tokenizer will be ignored,
 if <cite>text</cite> refers to pretokenized tokens.</p></li>
-<li><p><strong>language_code</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Optional</span></code>[<code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>]) – Language of the sentence. If not provided, [langdetect](<a class="reference external" href="https://pypi.org/project/langdetect/">https://pypi.org/project/langdetect/</a>)
+<li><p><strong>language_code</strong> (<code class="xref py py-data docutils literal notranslate"><span class="pre">Optional</span></code>[<code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>]) – Language of the sentence. If not provided, <a class="reference external" href="https://pypi.org/project/langdetect/">langdetect</a>
 will be called when the language_code is accessed for the first time.</p></li>
 <li><p><strong>start_position</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">int</span></code>) – Start char offset of the sentence in the superordinate document.</p></li>
 </ul>
diff --git a/master/api/flair.datasets.html b/master/api/flair.datasets.html
index 4b6e9dffa..52d7be980 100644
--- a/master/api/flair.datasets.html
+++ b/master/api/flair.datasets.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -401,6 +415,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/flair.embeddings.html b/master/api/flair.embeddings.html
index bb6f05e6c..779b55179 100644
--- a/master/api/flair.embeddings.html
+++ b/master/api/flair.embeddings.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -397,6 +411,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/flair.html b/master/api/flair.html
index 33fcf7579..45c73c0af 100644
--- a/master/api/flair.html
+++ b/master/api/flair.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -396,6 +410,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/flair.models.html b/master/api/flair.models.html
index 09e416bd3..e93005643 100644
--- a/master/api/flair.models.html
+++ b/master/api/flair.models.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -409,6 +423,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/flair.nn.html b/master/api/flair.nn.html
index 9489a963f..92cbc11b2 100644
--- a/master/api/flair.nn.html
+++ b/master/api/flair.nn.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -398,6 +412,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/flair.splitter.html b/master/api/flair.splitter.html
index 459aa7b6d..f0046f08b 100644
--- a/master/api/flair.splitter.html
+++ b/master/api/flair.splitter.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -398,6 +412,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/flair.tokenization.html b/master/api/flair.tokenization.html
index 31eca4f29..5775fa5d0 100644
--- a/master/api/flair.tokenization.html
+++ b/master/api/flair.tokenization.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -398,6 +412,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/flair.trainers.html b/master/api/flair.trainers.html
index ab0f4021c..0454b909e 100644
--- a/master/api/flair.trainers.html
+++ b/master/api/flair.trainers.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -394,6 +408,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/flair.trainers.plugins.html b/master/api/flair.trainers.plugins.html
index 100331197..815b05fd3 100644
--- a/master/api/flair.trainers.plugins.html
+++ b/master/api/flair.trainers.plugins.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -405,6 +419,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/api/index.html b/master/api/index.html
index 5d56d314e..b7e27ea5f 100644
--- a/master/api/index.html
+++ b/master/api/index.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -389,6 +403,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/contributing/index.html b/master/contributing/index.html
index 67de20029..a1cf6f601 100644
--- a/master/contributing/index.html
+++ b/master/contributing/index.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -383,6 +397,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 <li class="toctree-l2"><a class="reference internal" href="updating_documentation.html">Updating documentation</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/contributing/local_development.html b/master/contributing/local_development.html
index 2e1b04526..1a87bd351 100644
--- a/master/contributing/local_development.html
+++ b/master/contributing/local_development.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -388,6 +402,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 <li class="toctree-l2"><a class="reference internal" href="updating_documentation.html">Updating documentation</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/contributing/making_a_pull_request.html b/master/contributing/making_a_pull_request.html
index eb5cda6f0..86c74d497 100644
--- a/master/contributing/making_a_pull_request.html
+++ b/master/contributing/making_a_pull_request.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -386,6 +400,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 <li class="toctree-l2"><a class="reference internal" href="updating_documentation.html">Updating documentation</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/contributing/updating_documentation.html b/master/contributing/updating_documentation.html
index 20e5f8c61..28422bf9c 100644
--- a/master/contributing/updating_documentation.html
+++ b/master/contributing/updating_documentation.html
@@ -44,6 +44,7 @@
     <link rel="icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
+    <link rel="next" title="Glossary" href="../glossary/index.html" />
     <link rel="prev" title="Making a pull request" href="making_a_pull_request.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -146,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -294,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -388,6 +403,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
@@ -526,6 +542,15 @@ <h2>Building the local docs<a class="headerlink" href="#building-the-local-docs"
         <p class="prev-next-title">Making a pull request</p>
       </div>
     </a>
+    <a class="right-next"
+       href="../glossary/index.html"
+       title="next page">
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">Glossary</p>
+      </div>
+      <i class="fa-solid fa-angle-right"></i>
+    </a>
 </div></div>
   
 </div>
diff --git a/master/contributing/writing_a_good_issue.html b/master/contributing/writing_a_good_issue.html
index f946cbaef..f52aa0cee 100644
--- a/master/contributing/writing_a_good_issue.html
+++ b/master/contributing/writing_a_good_issue.html
@@ -147,6 +147,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -295,6 +302,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -386,6 +400,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 <li class="toctree-l2"><a class="reference internal" href="updating_documentation.html">Updating documentation</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="../glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
diff --git a/master/genindex.html b/master/genindex.html
index 67085e1c2..44925e31c 100644
--- a/master/genindex.html
+++ b/master/genindex.html
@@ -144,6 +144,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -288,6 +295,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -370,6 +384,7 @@ <h3><a href="index.html">Table of Contents</a></h3>
 <li class="toctree-l1"><a class="reference internal" href="tutorial/index.html">Tutorials</a></li>
 <li class="toctree-l1"><a class="reference internal" href="api/index.html">API reference</a></li>
 <li class="toctree-l1"><a class="reference internal" href="contributing/index.html">Contributing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="glossary/index.html">Glossary</a></li>
 </ul>
 </div>
         <div class="sidebar-primary-item">
@@ -778,6 +793,8 @@ <h2 id="_">_</h2>
         <li><a href="api/embeddings/token.html#flair.embeddings.token.TransformerWordEmbeddings.__init__">(flair.embeddings.token.TransformerWordEmbeddings method)</a>
 </li>
         <li><a href="api/embeddings/token.html#flair.embeddings.token.WordEmbeddings.__init__">(flair.embeddings.token.WordEmbeddings method)</a>
+</li>
+        <li><a href="api/embeddings/transformer.html#flair.embeddings.transformer.TransformerEmbeddings.__init__">(flair.embeddings.transformer.TransformerEmbeddings method)</a>
 </li>
         <li><a href="api/flair.models.html#flair.models.ClusteringModel.__init__">(flair.models.ClusteringModel method)</a>
 </li>
@@ -3283,8 +3300,12 @@ <h2 id="S">S</h2>
 </li>
       <li><a href="api/flair.tokenization.html#flair.tokenization.SegtokTokenizer">SegtokTokenizer (class in flair.tokenization)</a>
 </li>
-      <li><a href="api/flair.data.html#flair.data.Sentence">Sentence (class in flair.data)</a>
+      <li><a href="glossary/index.html#term-Sentence"><strong>Sentence</strong></a>
+
+      <ul>
+        <li><a href="api/flair.data.html#flair.data.Sentence">(class in flair.data)</a>
 </li>
+      </ul></li>
       <li><a href="api/datasets/sequence_labeling.html#flair.datasets.sequence_labeling.ONTONOTES.sentence_iterator">sentence_iterator() (flair.datasets.sequence_labeling.ONTONOTES class method)</a>
 </li>
       <li><a href="api/datasets/base.html#flair.datasets.base.SentenceDataset">SentenceDataset (class in flair.datasets.base)</a>
diff --git a/master/glossary/index.html b/master/glossary/index.html
new file mode 100644
index 000000000..301c1fc02
--- /dev/null
+++ b/master/glossary/index.html
@@ -0,0 +1,562 @@
+
+<!DOCTYPE html>
+
+
+<html lang="en" >
+
+  <head>
+    <meta charset="utf-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+    <title>Glossary &#8212; flair 0.12.2 documentation</title>
+  
+  
+  
+  <script data-cfasync="false">
+    document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
+  </script>
+  
+  <!-- Loaded before other Sphinx assets -->
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
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+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
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+    <link rel="stylesheet" type="text/css" href="../_static/github_style.css?v=1093691d" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css?v=0a3b3ea7" />
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+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
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+    <script src="../_static/doctools.js?v=888ff710"></script>
+    <script src="../_static/sphinx_highlight.js?v=4825356b"></script>
+    <script src="../_static/design-tabs.js?v=36754332"></script>
+    <script>DOCUMENTATION_OPTIONS.pagename = 'glossary/index';</script>
+    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="index" title="Index" href="../genindex.html" />
+    <link rel="search" title="Search" href="../search.html" />
+    <link rel="prev" title="Updating documentation" href="../contributing/updating_documentation.html" />
+  <meta name="viewport" content="width=device-width, initial-scale=1"/>
+  <meta name="docsearch:language" content="en"/>
+  </head>
+  
+  
+  <body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
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+  
+  <input type="checkbox"
+          class="sidebar-toggle"
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+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
+  
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+    <div class="search-button__overlay"></div>
+    <div class="search-button__search-container">
+<form class="bd-search d-flex align-items-center"
+      action="../search.html"
+      method="get">
+  <i class="fa-solid fa-magnifying-glass"></i>
+  <input type="search"
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+         name="q"
+         id="search-input"
+         placeholder="Search the docs ..."
+         aria-label="Search the docs ..."
+         autocomplete="off"
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+  <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
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+<div class="bd-header__inner bd-page-width">
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+  
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+  
+    <p class="title logo__title">flair 0.12.2 documentation</p>
+  
+</a></div>
+    
+  </div>
+  
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+  <div class="col-lg-9 navbar-header-items">
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+     role="heading"
+     aria-level="1"
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+    Site Navigation
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+  <ul class="bd-navbar-elements navbar-nav">
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+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../tutorial/index.html">
+                        Tutorials
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+                
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../api/index.html">
+                        API reference
+                      </a>
+                    </li>
+                
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="../contributing/index.html">
+                        Contributing
+                      </a>
+                    </li>
+                
+
+                    <li class="nav-item current active">
+                      <a class="nav-link nav-internal" href="#">
+                        Glossary
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+                
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+      
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+document.write(`
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+<script>
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+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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+document.write(`
+  <div class="version-switcher__container dropdown">
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+       latest (dev) 
+      <span class="caret"></span>
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+    <div id="versionswitcherlist" class="version-switcher__menu dropdown-menu list-group-flush py-0" role="listbox" aria-labelledby="versionswitcherbutton">
+    <!-- dropdown will be populated by javascript on page load -->
+      <a class="list-group-item list-group-item-action py-1" href="index.html" data-version-name="dev" data-version="devdocs">
+      <span>
+    latest (dev)
+    
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+          <a href="https://github.com/flairNLP/flair" title="GitHub" class="nav-link" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><span><i class="fa-brands fa-square-github"></i></span>
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+          <a href="https://pypi.org/project/flair" title="PyPI" class="nav-link" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><span><i class="fas fa-box"></i></span>
+            <label class="sr-only">PyPI</label></a>
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+    Site Navigation
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+                        API reference
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+                        Glossary
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+      <span>
+    latest (dev)
+    
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+          <div class="navbar-item"><ul class="navbar-icon-links navbar-nav"
+    aria-label="Icon Links">
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+          
+          
+          
+          
+          <a href="https://pypi.org/project/flair" title="PyPI" class="nav-link" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><span><i class="fas fa-box"></i></span>
+            <label class="sr-only">PyPI</label></a>
+        </li>
+</ul></div>
+        
+      </div>
+    
+  </div>
+  
+    <div class="sidebar-primary-items__start sidebar-primary__section">
+        <div class="sidebar-primary-item">
+<h3><a href="../index.html">Table of Contents</a></h3>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="../tutorial/index.html">Tutorials</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../api/index.html">API reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../contributing/index.html">Contributing</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Glossary</a></li>
+</ul>
+</div>
+        <div class="sidebar-primary-item">
+<div id="searchbox"></div></div>
+        <div class="sidebar-primary-item">
+<h3>Versions</h3>
+<ul>
+  <li><a href="index.html">
+    
+    latest (master)
+    
+  </a></li>
+</ul>
+</div>
+    </div>
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+  <div class="sidebar-primary-items__end sidebar-primary__section">
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+          <div class="bd-content">
+            <div class="bd-article-container">
+              
+              <div class="bd-header-article">
+<div class="header-article-items header-article__inner">
+  
+    <div class="header-article-items__start">
+      
+        <div class="header-article-item">
+
+
+
+<nav aria-label="Breadcrumbs">
+  <ul class="bd-breadcrumbs" role="navigation" aria-label="Breadcrumb">
+    
+    <li class="breadcrumb-item breadcrumb-home">
+      <a href="../index.html" class="nav-link" aria-label="Home">
+        <i class="fa-solid fa-home"></i>
+      </a>
+    </li>
+    <li class="breadcrumb-item active" aria-current="page">Glossary</li>
+  </ul>
+</nav>
+</div>
+      
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+              
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+                
+<div id="searchbox"></div>
+                <article class="bd-article" role="main">
+                  
+
+
+  <section id="glossary">
+<h1>Glossary<a class="headerlink" href="#glossary" title="Permalink to this heading">#</a></h1>
+<dl class="simple glossary">
+<dt id="term-Sentence">Sentence<a class="headerlink" href="#term-Sentence" title="Permalink to this term">#</a></dt><dd><p>a sentence is a text-unit consisting of tokens, labels and possibly metadata. Notice that a sentence is not limited in size, hence a Sentence itself could hold either a full document, a paragraph, a simple phrase or a linguistic</p>
+</dd>
+</dl>
+</section>
+
+
+
+                </article>
+              
+              
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+                <footer class="bd-footer-article">
+                  
+<div class="footer-article-items footer-article__inner">
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+    <div class="footer-article-item"><!-- Previous / next buttons -->
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+        <p class="prev-next-subtitle">previous</p>
+        <p class="prev-next-title">Updating documentation</p>
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+              
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+  <div class="tocsection sourcelink">
+    <a href="../_sources/glossary/index.rst.txt">
+      <i class="fa-solid fa-file-lines"></i> Show Source
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
+
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+<div class="bd-footer__inner bd-page-width">
+  
+    <div class="footer-items__start">
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+    
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+        <div class="footer-item">
+  <p class="sphinx-version">
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.1.2.
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+  
+    <div class="footer-items__end">
+      
+        <div class="footer-item"><p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.13.3.
+</p></div>
+      
+    </div>
+  
+</div>
+
+  </footer>
+  </body>
+</html>
\ No newline at end of file
diff --git a/master/index.html b/master/index.html
index 3b8a3a48e..ed2af4909 100644
--- a/master/index.html
+++ b/master/index.html
@@ -146,6 +146,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
       
@@ -294,6 +301,13 @@
                       </a>
                     </li>
                 
+
+                    <li class="nav-item">
+                      <a class="nav-link nav-internal" href="glossary/index.html">
+                        Glossary
+                      </a>
+                    </li>
+                
   </ul>
 </nav></div>
         
@@ -398,7 +412,7 @@
 <h1>flair<a class="headerlink" href="#flair" title="Permalink to this heading">#</a></h1>
 <p id="flair-docs-mainpage"><strong>Version</strong>: 0.12.2</p>
 <p><strong>Useful links</strong>:
-<a class="reference external" href="gtutorial/index/intro.html">Getting started</a> |
+<a class="reference external" href="tutorial/intro.html">Getting started</a> |
 <a class="reference external" href="https://github.com/flairNLP/flair">Source Repository</a> |
 <a class="reference external" href="https://github.com/flairNLP/flair/issues">Issue Tracker</a> |</p>
 <p>Flair is a very simple framework for state-of-the-art Natural Language Processing (NLP)</p>
@@ -436,15 +450,28 @@ <h1>flair<a class="headerlink" href="#flair" title="Permalink to this heading">#
 <p class="sd-card-text">Contributor’s Guide</p>
 </div>
 <div class="sd-card-body docutils">
-<p class="sd-card-text">Want to add to the codebase? Can help add translation or a flowchart to the
+<p class="sd-card-text">Want to add to the codebase? Can help add to the
 documentation? The contributing guidelines will guide you through the
-process of improving NumPy.</p>
+process of improving Flair.</p>
 </div>
 <div class="sd-card-footer docutils">
 <p class="sd-card-text"><span class="sd-d-grid"><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-secondary sd-stretched-link reference internal" href="contributing/index.html"><span class="doc">To the contributor’s guide</span></a></span></p>
 </div>
 </div>
 </div>
+<div class="sd-col sd-d-flex-row docutils">
+<div class="sd-card sd-sphinx-override sd-w-100 sd-shadow-sm docutils">
+<img alt="" class="sd-card-img-top" src="_images/glossary.svg" /><div class="sd-card-header docutils">
+<p class="sd-card-text">Glossary</p>
+</div>
+<div class="sd-card-body docutils">
+<p class="sd-card-text">Not sure what the exact meaning of certain terms is? Find their definition in the Glossary.</p>
+</div>
+<div class="sd-card-footer docutils">
+<p class="sd-card-text"><span class="sd-d-grid"><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-secondary sd-stretched-link reference internal" href="glossary/index.html"><span class="doc">To the glossary</span></a></span></p>
+</div>
+</div>
+</div>
 </div>
 </div>
 <div class="toctree-wrapper compound">
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+                        Glossary
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+                        Glossary
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+                        Glossary
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+                        Glossary
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+                        Glossary
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+                        Glossary
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@@ -393,6 +407,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
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@@ -393,6 +407,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
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@@ -393,6 +407,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
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@@ -393,6 +407,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
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@@ -393,6 +407,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
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@@ -390,6 +404,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
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@@ -391,6 +405,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
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@@ -391,6 +405,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
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@@ -391,6 +405,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
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@@ -391,6 +405,7 @@ <h3><a href="../../index.html">Table of Contents</a></h3>
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