From ce15bbc1a4baf31b4a66ebc9c958d9a7e8b15958 Mon Sep 17 00:00:00 2001
From: Pengfei Liu <59123869+pfliu-nlp@users.noreply.github.com>
Date: Thu, 18 Apr 2024 16:23:39 +0800
Subject: [PATCH] add lecture07

---
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 hw/intro/index.html                           |   2 +-
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 41 files changed, 71 insertions(+), 57 deletions(-)
 create mode 100644 assets/files/lecture07-LLM-parallel-9a1132dd093c55e12f0932867b72ba00.pdf
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diff --git a/assets/files/lecture07-LLM-parallel-9a1132dd093c55e12f0932867b72ba00.pdf b/assets/files/lecture07-LLM-parallel-9a1132dd093c55e12f0932867b72ba00.pdf
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col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/cs2916/docs/lectures/nn-basics"><h2 class="text--truncate cardTitle_rnsV" title="Neural networks and deep learning basics">📄️<!-- --> <!-- -->Neural networks and deep learning basics</h2><p class="text--truncate cardDescription_PWke" title="课程大纲">课程大纲</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/cs2916/docs/lectures/lms"><h2 class="text--truncate cardTitle_rnsV" title="Language Models and Representation Learning">📄️<!-- --> <!-- -->Language Models and Representation Learning</h2><p class="text--truncate cardDescription_PWke" title="课程大纲">课程大纲</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/cs2916/docs/lectures/transformers"><h2 class="text--truncate cardTitle_rnsV" title="Transformers and Pretrained Langauge Models">📄️<!-- --> <!-- -->Transformers and Pretrained Langauge Models</h2><p class="text--truncate cardDescription_PWke" title="课程大纲">课程大纲</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/cs2916/docs/lectures/prompting-engineering"><h2 class="text--truncate cardTitle_rnsV" title="Prompting Engineering">📄️<!-- --> <!-- -->Prompting Engineering</h2><p class="text--truncate cardDescription_PWke" title="课程大纲">课程大纲</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/cs2916/docs/lectures/evaluation"><h2 class="text--truncate cardTitle_rnsV" title="Evaluation">📄️<!-- --> <!-- -->Evaluation</h2><p class="text--truncate cardDescription_PWke" title="课程大纲">课程大纲</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/cs2916/docs/lectures/instruction-tuning"><h2 class="text--truncate cardTitle_rnsV" title="Supervised Finetuning and Instruction Tuning">📄️<!-- 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 <li>提示学习 2.0 [<a href="/cs2916/assets/files/lecture06-part1-36aa1df812e1c3cc8e73667639842afa.pdf" target="_blank">课件</a>]</li>
@@ -21,6 +21,6 @@ <h2 class="anchor anchorWithStickyNavbar_LWe7" id="推荐阅读材料">推荐阅
 <li>[论文]<a href="https://arxiv.org/abs/1904.09675" target="_blank" rel="noopener noreferrer">BERTScore: Evaluating Text Generation with BERT</a></li>
 <li>[论文]<a href="https://arxiv.org/abs/2106.11520" target="_blank" rel="noopener noreferrer">BARTScore: Evaluating Generated Text as Text Generation</a></li>
 <li>[论文]<a href="https://arxiv.org/abs/2302.04166" target="_blank" rel="noopener noreferrer">GPTScore: Evaluate as You Desire</a></li>
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class="theme-doc-markdown markdown"><h1>Language Models and Representation Learning</h1>
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 <h2 class="anchor anchorWithStickyNavbar_LWe7" id="课程大纲">课程大纲<a href="#课程大纲" class="hash-link" aria-label="Direct link to 课程大纲" title="Direct link to 课程大纲">​</a></h2>
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 <li>引言和课程介绍 [<a href="/cs2916/assets/files/lecture-01-part1-9be930f9852f269ab8c9267df3ae97e8.pdf" target="_blank">课件</a>]</li>
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itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">安排表</span><meta itemprop="position" content="1"></li></ul></nav><div class="theme-doc-markdown markdown"><h1>安排表</h1>
-<table><thead><tr><th>Week</th><th>Date</th><th>Content</th><th>Homework</th><th>Lecturer</th></tr></thead><tbody><tr><td>1</td><td>2024/02/22</td><td>Why LLMs?</td><td>-</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>2</td><td>2024/02/29</td><td>Neural Networks and Deep Learning Basics</td><td>-</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>3</td><td>2024/03/07</td><td>Language Models and Representation Learning</td><td>👍hw1 out</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>4</td><td>2024/03/14</td><td>Transformers and Pretrained Langauge Models</td><td>-</td><td><a href="https://xpqiu.github.io/en.html" target="_blank" rel="noopener noreferrer">Xipeng Qiu</a></td></tr><tr><td>5</td><td>2024/03/21</td><td>Prompting Engineering</td><td>-</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>6</td><td>2024/03/28</td><td>Evaluation</td><td>👍hw2 out, hw1 due</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>7</td><td>2024/04/04</td><td>Qingming Festival</td><td>-</td><td>-</td></tr><tr><td>8</td><td>2024/04/11</td><td>Supervised Finetuning and Instruction Tuning</td><td>-</td><td><a href="https://scholar.google.com/citations?user=yigHzW8AAAAJ&amp;hl=en" target="_blank" rel="noopener noreferrer">Hang Yan</a>, <a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>9</td><td>2024/04/18</td><td>Reward Model and RLHF</td><td>-</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>10</td><td>2024/04/25</td><td>Alignment and AI Safety</td><td>👍hw2 due, hw3,4 out</td><td><a href="https://ma.sjtu.edu.cn/info/1196/3388.htm" target="_blank" rel="noopener noreferrer">Hongxiu Yan</a>, <a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>11</td><td>2024/05/02</td><td>Multi-modal LLM</td><td>-</td><td><a href="http://www.fudan-disc.com/people/zywei" target="_blank" rel="noopener noreferrer">Zhongyu Wei</a>, <a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>12</td><td>2024/05/09</td><td>Agents</td><td>-</td><td><a href="https://nlp.csai.tsinghua.edu.cn/~lzy/" target="_blank" rel="noopener noreferrer">Zhiyuan Liu</a></td></tr><tr><td>13</td><td>2024/05/16</td><td>Long-context LLM</td><td></td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>14</td><td>2024/05/23</td><td>Retrieval Augmented Generation</td><td>👍hw3 due</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>15</td><td>2024/05/30</td><td>Presentation</td><td>-</td><td>-</td></tr><tr><td>16</td><td>2024/06/06</td><td>Presentation</td><td>-</td><td>-</td></tr><tr><td>17</td><td>2024/06/13</td><td>Poster</td><td>👍hw4 due</td><td>-</td></tr></tbody></table></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/schedule.md" target="_blank" rel="noopener noreferrer" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/cs2916/docs/lectures/poster"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Poster</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/cs2916/docs/homework"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">课程作业</div></a></nav></div></div></div></div></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title"></div><ul class="footer__items clean-list"></ul></div></div><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 LLMs@SJTU.</div></div></div></footer></div>
+<table><thead><tr><th>Week</th><th>Date</th><th>Content</th><th>Homework</th><th>Lecturer</th></tr></thead><tbody><tr><td>1</td><td>2024/02/22</td><td>Why LLMs?</td><td>-</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>2</td><td>2024/02/29</td><td>Neural Networks and Deep Learning Basics</td><td>-</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>3</td><td>2024/03/07</td><td>Language Models and Representation Learning</td><td>👍hw1 out</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>4</td><td>2024/03/14</td><td>Transformers and Pretrained Langauge Models</td><td>-</td><td><a href="https://xpqiu.github.io/en.html" target="_blank" rel="noopener noreferrer">Xipeng Qiu</a></td></tr><tr><td>5</td><td>2024/03/21</td><td>Prompting Engineering</td><td>-</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>6</td><td>2024/03/28</td><td>Evaluation</td><td>👍hw2 out, hw1 due</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>7</td><td>2024/04/04</td><td>Qingming Festival</td><td>-</td><td>-</td></tr><tr><td>8</td><td>2024/04/11</td><td>Parallel Training of Large Language Models</td><td>-</td><td><a href="https://scholar.google.com/citations?user=yigHzW8AAAAJ&amp;hl=en" target="_blank" rel="noopener noreferrer">Hang Yan</a></td></tr><tr><td>9</td><td>2024/04/18</td><td>Instruction Tuning and Alignment</td><td>-</td><td><a href="https://ma.sjtu.edu.cn/info/1196/3388.htm" target="_blank" rel="noopener noreferrer">Hongxiu Yan</a>, <a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>10</td><td>2024/04/25</td><td>Reward Model and RLHF</td><td>👍hw2 due, hw3,4 out</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>11</td><td>2024/05/02</td><td>Multi-modal LLM</td><td>-</td><td><a href="http://www.fudan-disc.com/people/zywei" target="_blank" rel="noopener noreferrer">Zhongyu Wei</a>, <a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>12</td><td>2024/05/09</td><td>Agents</td><td>-</td><td><a href="https://nlp.csai.tsinghua.edu.cn/~lzy/" target="_blank" rel="noopener noreferrer">Zhiyuan Liu</a></td></tr><tr><td>13</td><td>2024/05/16</td><td>Long-context LLM</td><td></td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>14</td><td>2024/05/23</td><td>Retrieval Augmented Generation</td><td>👍hw3 due</td><td><a href="https://plms.ai/" target="_blank" rel="noopener noreferrer">Pengfei Liu</a></td></tr><tr><td>15</td><td>2024/05/30</td><td>Presentation</td><td>-</td><td>-</td></tr><tr><td>16</td><td>2024/06/06</td><td>Presentation</td><td>-</td><td>-</td></tr><tr><td>17</td><td>2024/06/13</td><td>Poster</td><td>👍hw4 due</td><td>-</td></tr></tbody></table></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/schedule.md" target="_blank" rel="noopener noreferrer" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/cs2916/docs/lectures/poster"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Poster</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/cs2916/docs/homework"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">课程作业</div></a></nav></div></div></div></div></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title"></div><ul class="footer__items clean-list"></ul></div></div><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 LLMs@SJTU.</div></div></div></footer></div>
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