From 3c32772da62dadbae74feb15d0a95d37ea57fc01 Mon Sep 17 00:00:00 2001 From: loperntu Date: Sat, 21 Oct 2023 12:19:43 +0800 Subject: [PATCH] rev for tutorial --- talks/index.html | 85 +++++++++++++++++++++++-------------------- talks/index.qmd | 51 ++++++++++++++++++-------- talks/iol1.png | Bin 0 -> 367551 bytes talks/iol2.png | Bin 0 -> 411701 bytes talks/reasoning.png | Bin 0 -> 445620 bytes talks/reasoning2.png | Bin 0 -> 218798 bytes talks/talk_qr.png | Bin 0 -> 46383 bytes 7 files changed, 80 insertions(+), 56 deletions(-) create mode 100644 talks/iol1.png create mode 100644 talks/iol2.png create mode 100644 talks/reasoning.png create mode 100644 talks/reasoning2.png create mode 100644 talks/talk_qr.png diff --git a/talks/index.html b/talks/index.html index 3908153..5bb8e60 100644 --- a/talks/index.html +++ b/talks/index.html @@ -453,20 +453,18 @@

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今天要談的主題

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  • Language Resources and Large Language Models: possible linkages
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  • Hands-on code sessions
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  • Language Resources and Large Language Models: possible linkages

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  • Hands-on code session

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背景

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背景

Language Models

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    背景

預訓練大型語言模型橫空出世

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Large Language Models

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Pre-trained Large Language Models

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  • Transformer-based pre-trained Large Language Models 改變了NLP/世界
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  • Transformer-based pre-trained Large Language Models changed NLP/the world
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直到大型語言模型開始出現結構理解的頓悟行為 (emergence)之後, 開始有推理能力的期待。

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Reasoning

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  • Common sense reasoning

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  • Mathematical reasoning

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Science exam reasoning

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## Mathematical reasoning . . .

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Iterative Reasoning

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Rosetta Stone

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Iterative Reasoning

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Rosetta Stone . . .

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幻覺與知識阻斷

hallucination and knowledge-cutoff

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  • 事實(也許還好解決)
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  • 推理、判斷與假說很棘手
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  • 事實幻覺(也許還好解決)
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BART’s hallucination

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(每一家的幻覺都蠻嚴重的) . . .

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推理、判斷與假說幻覺則很棘手

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BART’s hallucination (每一家的幻覺都蠻嚴重的)

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可愛的錯誤是沒關係,但在重要的決策(如:法律親屬繼承關係)就出大事

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Prompting LLM for solve lexical semantic tasks

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Prompting LLM for Wordnet data augmentation

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in-context learning and limitations

  • Hallucination appears when the generated content is nonsensical or unfaithful to the provided source content.

    • reluctance to express uncertainty, to change premise, and caught in a lie

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    • incapable of accessing factual/up-to-date information

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    • incapable of accessing factual/up-to-date information; or no authentic sources provided

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      @@ -1189,7 +1193,8 @@

      Vector DataBase and Embeddings

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    • We obtain vectors by removing the last layer and taking the output from the second-to-last layer.
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    • We obtain vectors by removing the last layer and taking the output from the second-to-last layer.

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    • Vector DB/ Vector Store:

    diff --git a/talks/index.qmd b/talks/index.qmd index 87e6fd0..7b2dfb8 100644 --- a/talks/index.qmd +++ b/talks/index.qmd @@ -58,12 +58,11 @@ bibliography: cllt_v2.bib - Language Resources and Large Language Models: possible linkages -. . . - -- Hands-on code sessions +- Hands-on code session +![](talk_qr.png){width=2in} -## 背景 +# 背景 [Language Models]{#magenta} . . . @@ -75,11 +74,11 @@ bibliography: cllt_v2.bib ## 預訓練大型語言模型橫空出世 -[Large Language Models]{#magenta} +[Pre-trained Large Language Models]{#magenta} . . . -- Transformer-based pre-trained Large Language Models 改變了NLP/世界 +- Transformer-based pre-trained Large Language Models changed NLP/the world ![](llm_tree.png){fig-align="middle"} @@ -97,30 +96,50 @@ From generation to understanding ![](emergence.png){fig-align="middle"} -## Reasoning +## Science exam reasoning + +. . . -- Common sense reasoning +![](reasoning.png) +## Mathematical reasoning +. . . -- Mathematical reasoning +![](iol1.png) ## Iterative Reasoning [Rosetta Stone]{#magenta} +. . . +![](reasoning2.png) -## Iterative Reasoning + + + +## + +![](iol2.png) # 幻覺與知識阻斷 hallucination and knowledge-cutoff -- 事實(也許還好解決) -- 推理、判斷與假說很棘手 +. . . + +- 事實幻覺(也許還好解決) + +. . . + +![](hallucination.png){width=60%} + + +## 推理、判斷與假說幻覺則很棘手 . . . -## BART's hallucination +BART's hallucination (每一家的幻覺都蠻嚴重的) + . . . ![](oma.png) @@ -756,11 +775,9 @@ A prompt is composed with the following components: - reluctance to express uncertainty, to change premise, and caught in a lie - - incapable of accessing factual/up-to-date information + - incapable of accessing factual/up-to-date information; or no authentic sources provided -## -![](hallucination.png){width=50%} ## @@ -860,6 +877,8 @@ versational data to enable instruction-following and context-aware responses. - We obtain vectors by removing the last layer and taking the output from the second-to-last layer. +- Vector DB/ Vector Store: + diff --git a/talks/iol1.png b/talks/iol1.png new file mode 100644 index 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