diff --git a/_data/papers/2020.yml b/_data/papers/2020.yml
index c51438f..865908e 100644
--- a/_data/papers/2020.yml
+++ b/_data/papers/2020.yml
@@ -8,7 +8,8 @@
title: "Information-Theoretic Probing with Minimum Description Length"
authors: "Elena Voita and Ivan Titov"
doc-url:
- conf: no_conf.png
+ conf_name: EMNLP
+ conf_year: 2020
url: "https://arxiv.org/abs/2003.12298"
code: "https://github.com/lena-voita/description-length-probing"
blog: "https://lena-voita.github.io/posts/mdl_probes.html"
diff --git a/index.md b/index.md
index 5757d10..17cce33 100644
--- a/index.md
+++ b/index.md
@@ -18,15 +18,15 @@ I'm a [__Facebook PhD Fellow__](https://research.fb.com/blog/2020/01/announcing-
Previously, I was a __research scientist__ at [Yandex Research]({{site.yandex_research_main}}) and worked closely with the [Yandex Translate](https://translate.yandex.com) team.
I (still) [teach NLP](https://github.com/yandexdataschool/nlp_course) at the [Yandex School of Data Analysis](https://yandexdataschool.com).
-__New!__ [__NLP Course__ __For You__](https://lena-voita.github.io/nlp_course.html)
+__New!__ NLP Course For You - look [here](https://lena-voita.github.io/nlp_course.html).
## News
+* 09/2020 __2__ papers _accepted to __EMNLP__ 2020_.
* 06-08/2020 Invited talks at: MIT, DeepMind, [Grammarly AI](https://grammarly.ai/information-theoretic-probing-with-minimum-description-length/), Unbabel, [NLP with Friends](https://nlpwithfriends.com).
* 04/2020 Our [BPE-dropout](https://arxiv.org/pdf/1910.13267.pdf) is _accepted to __ACL__ 2020_.
* 01/2020 I'm [awarded Facebook PhD Fellowhip](https://research.fb.com/blog/2020/01/announcing-the-recipients-of-the-2020-facebook-fellowship-awards/).
* 01/2020 Invited talks at: [Rasa](https://www.meetup.com/ru-RU/Bots-Berlin-Build-better-conversational-interfaces-with-AI/events/267058207/), Google Research Berlin, [Naver Labs Europe](https://europe.naverlabs.com/research/seminars/analyzing-information-flow-in-transformers/), NLP track at [Applied Machine Learning Days at EPFL](https://appliedmldays.org/tracks/ai-nlp).
-* 09/2019 _To appear at __NeurIPS__ 2019_: [Sequence Modeling with Unconstrained Generation Order](https://arxiv.org/abs/1911.00176).
-* 08/2019 __2__ papers _accepted to __EMNLP__ 2019_!
-* 05/2019 __2__ papers _accepted to __ACL__ 2019_, one is oral!
+* 08-09/2019 __2__ papers _accepted to __EMNLP__ 2019_, one at __NeurIPS__ _2019_.
+* 05/2019 __2__ papers _accepted to __ACL__ 2019_, one is oral.
diff --git a/talks.md b/talks.md
index e47afb9..9da8801 100644
--- a/talks.md
+++ b/talks.md
@@ -10,7 +10,7 @@ order: 3
Program committee:
* EMNLP: 2019 (outstanding reviewer), 2020
* ACL 2020
-* ICML 2020
+* ICML 2020 (top-33% reviewer)
* NeurIPS 2020
* Workshops: [RepL4NLP](https://sites.google.com/view/repl4nlp2020/home) 2020 (at ACL), [DeeLIO](https://sites.google.com/view/deelio-ws/program-committee) 2020 (at EMNLP)