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L00 · 课程参考资料 ​

本页按 CS224N Winter 2026 的课程顺序汇总各讲涉及的讲义、视频、代码与延伸阅读。每讲页面仍保留与本讲直接相关的资料入口。

资料索引

按课程顺序整理讲义、视频、代码与延伸阅读；每一项都保留在对应讲次下。

120 条资料 · 21 讲 · 122 次关联

01

History of NLP

4 条资料

讲义 / SlidesHistory of NLP · intro slidesWinter 2026 官方课程表所列资料。讲义 / SlidesHistory of NLP · history slidesWinter 2026 官方课程表所列资料。文档Assignment 1 · 官方起始代码 ZIPWinter 2026 官方课程表所列资料。文档Human Language Understanding & ReasoningWinter 2026 官方课程表所列资料。
02

Word Vectors

11 条资料

讲义 / SlidesWord Vectors · slidesWinter 2026 官方课程表所列资料。文档Word Vectors · 官方补充 notes 12026 官网沿用的往年配套材料；原文年份保持不变。文档Word Vectors · 官方补充 notes 22026 官网沿用的往年配套材料；原文年份保持不变。论文Efficient Estimation of Word Representations in Vector SpaceWinter 2026 官方课程表所列资料。论文Distributed Representations of Words and Phrases and their CompositionalityWinter 2026 官方课程表所列资料。文档GloVe: Global Vectors for Word RepresentationWinter 2026 官方课程表所列资料。论文Improving Distributional Similarity with Lessons Learned from Word EmbeddingsWinter 2026 官方课程表所列资料。论文Evaluation methods for unsupervised word embeddingsWinter 2026 官方课程表所列资料。论文A Latent Variable Model Approach to PMI-based Word EmbeddingsWinter 2026 官方课程表所列资料。论文Linear Algebraic Structure of Word Senses, with Applications to PolysemyWinter 2026 官方课程表所列资料。论文On the Dimensionality of Word EmbeddingWinter 2026 官方课程表所列资料。
03

Backpropagation and Neural Network Basics

13 条资料

讲义 / SlidesBackpropagation and Neural Network Basics · slidesWinter 2026 官方课程表所列资料。文档Backpropagation and Neural Network Basics · 官方补充 notes2026 官网沿用的往年配套材料；原文年份保持不变。文档Assignment 2 · 官方起始代码 ZIPWinter 2026 官方课程表所列资料。文档Assignment 2 · 题目说明 PDFWinter 2026 官方课程表所列资料。文档Assignment 2 · LaTeX 模板Winter 2026 官方课程表所列资料。文档matrix calculus notesWinter 2026 官方课程表所列资料。文档Review of differential calculusWinter 2026 官方课程表所列资料。文档CS231n notes on network architecturesWinter 2026 官方课程表所列资料。文档CS231n notes on backpropWinter 2026 官方课程表所列资料。文档Derivatives, Backpropagation, and VectorizationWinter 2026 官方课程表所列资料。文档Learning Representations by Backpropagating ErrorsWinter 2026 官方课程表所列资料。文档Yes you should understand backpropWinter 2026 官方课程表所列资料。论文Natural Language Processing (Almost) from ScratchWinter 2026 官方课程表所列资料。
04

Language Models and RNNs

6 条资料

讲义 / SlidesLanguage Models and RNNs · slidesWinter 2026 官方课程表所列资料。文档Language Models and RNNs · 官方补充 notes2026 官网沿用的往年配套材料；原文年份保持不变。文档Learning long-term dependencies with gradient descent is difficultWinter 2026 官方课程表所列资料。论文On the difficulty of training Recurrent Neural NetworksWinter 2026 官方课程表所列资料。文档Vanishing Gradients Jupyter NotebookWinter 2026 官方课程表所列资料。论文Attention Is All You NeedWinter 2026 官方课程表所列资料。
05

Transformers

9 条资料

讲义 / SlidesTransformers · slidesWinter 2026 官方课程表所列资料。文档Transformers · 官方补充 notesWinter 2026 官方课程表所列资料。论文Attention Is All You NeedWinter 2026 官方课程表所列资料。文档The Illustrated TransformerWinter 2026 官方课程表所列资料。文档Transformer (Google AI blog post)Winter 2026 官方课程表所列资料。论文Layer NormalizationWinter 2026 官方课程表所列资料。论文Image TransformerWinter 2026 官方课程表所列资料。论文Music Transformer: Generating music with long-term structureWinter 2026 官方课程表所列资料。文档Jurafsky and Martin Chapter 9 (The Transformer)Winter 2026 官方课程表所列资料。
06

Final Projects: Custom and Default; Practical Tips

5 条资料

讲义 / SlidesFinal Projects: Custom and Default; Practical Tips · slidesWinter 2026 官方课程表所列资料。文档Assignment 3 · 官方起始代码 ZIPWinter 2026 官方课程表所列资料。文档Assignment 3 · 题目说明 PDFWinter 2026 官方课程表所列资料。文档Assignment 3 · LaTeX 模板Winter 2026 官方课程表所列资料。文档Practical MethodologyWinter 2026 官方课程表所列资料。
07

Pretraining (Scaling, Systems, Data)

6 条资料

讲义 / SlidesPretraining (Scaling, Systems, Data) · slidesWinter 2026 官方课程表所列资料。论文BERT: Pre-training of Deep Bidirectional Transformers for Language UnderstandingWinter 2026 官方课程表所列资料。论文Contextual Word Representations: A Contextual IntroductionWinter 2026 官方课程表所列资料。文档The Illustrated BERT, ELMo, and co.Winter 2026 官方课程表所列资料。文档Jurafsky and Martin Chapter 10 (Masked Language Models)Winter 2026 官方课程表所列资料。论文The Llama 3 Herd of ModelsWinter 2026 官方课程表所列资料。
08

Post-training (RLHF, SFT, DPO)

9 条资料

讲义 / SlidesPost-training (RLHF, SFT, DPO) · slidesWinter 2026 官方课程表所列资料。文档Project Proposal · 项目提案说明Winter 2026 官方课程表所列资料。文档Default Final Project · 题目说明Winter 2026 官方课程表所列资料。代码Default Final Project · GPT-2 起始代码2026 官网链接的项目说明在 Getting Started 中指定的仓库。文档Aligning language models to follow instructionsWinter 2026 官方课程表所列资料。论文Scaling Instruction-Finetuned Language ModelsWinter 2026 官方课程表所列资料。论文AlpacaFarm: A Simulation Framework for Methods that Learn from Human FeedbackWinter 2026 官方课程表所列资料。论文How Far Can Camels Go? Exploring the State of Instruction Tuning on Open ResourcesWinter 2026 官方课程表所列资料。论文Direct Preference Optimization: Your Language Model is Secretly a Reward ModelWinter 2026 官方课程表所列资料。
09

Efficient Adaptation (Prompting + PEFT)

6 条资料

讲义 / SlidesEfficient Adaptation (Prompting + PEFT) · slidesWinter 2026 官方课程表所列资料。论文Language Models are Few-Shot LearnersWinter 2026 官方课程表所列资料。论文Chain-of-Thought Prompting Elicits Reasoning in Large Language ModelsWinter 2026 官方课程表所列资料。论文The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural NetworksWinter 2026 官方课程表所列资料。论文LoRA: Low-Rank Adaptation of Large Language ModelsWinter 2026 官方课程表所列资料。论文Parameter-Efficient Transfer Learning for NLPWinter 2026 官方课程表所列资料。
10

Agents, Tool Use, and RAG

8 条资料

讲义 / SlidesAgents, Tool Use, and RAG · slidesWinter 2026 官方课程表所列资料。文档Assignment 4 · 官方起始代码 ZIPWinter 2026 官方课程表所列资料。文档Assignment 4 · 题目说明 PDFWinter 2026 官方课程表所列资料。文档Assignment 4 · LaTeX 模板Winter 2026 官方课程表所列资料。论文ReAct: Synergizing Reasoning and Acting in Language ModelsWinter 2026 官方课程表所列资料。文档Language Agents: Foundations, Prospects, and RisksWinter 2026 官方课程表所列资料。论文Retrieval-Augmented Generation for Knowledge-Intensive NLP TasksWinter 2026 官方课程表所列资料。论文Toolformer: Language Models Can Teach Themselves to Use ToolsWinter 2026 官方课程表所列资料。
11

Benchmarking and Evaluation

5 条资料

讲义 / SlidesBenchmarking and Evaluation · slidesWinter 2026 官方课程表所列资料。文档Challenges and Opportunities in NLP BenchmarkingWinter 2026 官方课程表所列资料。论文Measuring Massive Multitask Language UnderstandingWinter 2026 官方课程表所列资料。论文Holistic Evaluation of Language ModelsWinter 2026 官方课程表所列资料。文档AlpacaEvalWinter 2026 官方课程表所列资料。
12

Reasoning 1

5 条资料

讲义 / SlidesReasoning 1 · slidesWinter 2026 官方课程表所列资料。论文Chain-of-Thought Prompting Elicits Reasoning in Large Language ModelsWinter 2026 官方课程表所列资料。论文Self-Consistency Improves Chain of Thought Reasoning in Language ModelsWinter 2026 官方课程表所列资料。论文DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement LearningWinter 2026 官方课程表所列资料。论文DAPO: An Open-Source LLM Reinforcement Learning System at ScaleWinter 2026 官方课程表所列资料。
13

Reasoning 2

6 条资料

讲义 / SlidesReasoning 2 · slidesWinter 2026 官方课程表所列资料。文档Project Milestone · 中期检查说明Winter 2026 官方课程表所列资料。论文Let's Verify Step by StepWinter 2026 官方课程表所列资料。论文Fast Inference from Transformers via Speculative DecodingWinter 2026 官方课程表所列资料。论文Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model ParametersWinter 2026 官方课程表所列资料。论文RoFormer: Enhanced Transformer with Rotary Position EmbeddingWinter 2026 官方课程表所列资料。
14

Guest Lecture: Tokenization and Multilinguality (by Julie Kallini)

5 条资料

讲义 / SlidesGuest Lecture: Tokenization and Multilinguality (by Julie Kallini) · slidesWinter 2026 官方课程表所列资料。文档Jurafsky & Martin Chapter 2Winter 2026 官方课程表所列资料。论文Neural Machine Translation of Rare Words with Subword UnitsWinter 2026 官方课程表所列资料。论文Unsupervised Cross-lingual Representation Learning at ScaleWinter 2026 官方课程表所列资料。论文Do All Languages Cost the Same? Tokenization in the Era of Commercial Language ModelsWinter 2026 官方课程表所列资料。
15

Guest Lecture: Interpretability (by Been Kim)

6 条资料

文档Final Project Report · 报告说明Winter 2026 官方课程表所列资料。论文Because we have LLMs, we Can and Should Pursue Agentic InterpretabilityWinter 2026 官方课程表所列资料。文档The Pareto Frontier of Human-Centered AIWinter 2026 官方课程表所列资料。论文Bridging the human–AI knowledge gap through concept discovery and transfer in AlphaZeroWinter 2026 官方课程表所列资料。论文We Can't Understand AI Using our Existing VocabularyWinter 2026 官方课程表所列资料。论文Neologism Learning for Controllability and Self-VerbalizationWinter 2026 官方课程表所列资料。
16

Social and Broader Impacts of NLP (Risks)

1 条资料

讲义 / SlidesSocial and Broader Impacts of NLP (Risks) · slidesWinter 2026 官方课程表所列资料。
17

Guest Lecture: Multimodality (by Luke Zettlemoyer)

11 条资料

文档Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language ModelsWinter 2026 官方课程表所列资料。论文Chameleon: Mixed-Modal Early-Fusion Foundation ModelsWinter 2026 官方课程表所列资料。论文Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal ModelWinter 2026 官方课程表所列资料。论文Mixture-of-Transformers: A Sparse and Scalable Architecture for Multi-Modal Foundation ModelsWinter 2026 官方课程表所列资料。论文Scaling Laws for Generative Mixed-Modal Language ModelsWinter 2026 官方课程表所列资料。论文Scaling Autoregressive Multi-Modal Models: Pretraining and Instruction TuningWinter 2026 官方课程表所列资料。论文Retrieval Augmented Multimodal Language ModelingWinter 2026 官方课程表所列资料。论文LMFusion: Adapting Pretrained Language Models for Multimodal GenerationWinter 2026 官方课程表所列资料。论文OneFlow: Concurrent Mixed-Modal and Interleaved Generation with Edit FlowsWinter 2026 官方课程表所列资料。论文Multimodal RewardBench: Holistic Evaluation of Reward Models for Vision Language ModelsWinter 2026 官方课程表所列资料。论文Reconstruction Alignment Improves Unified Multimodal ModelsWinter 2026 官方课程表所列资料。
19

Open Questions in NLP 2026

1 条资料

讲义 / SlidesOpen Questions in NLP 2026 · slidesWinter 2026 官方课程表所列资料。
20

Python Review Session

2 条资料

讲义 / SlidesPython Review Session · slides2026 官网沿用的往年配套材料；原文年份保持不变。代码Python Review Session · ColabWinter 2026 官方课程表所列资料。
21

PyTorch Tutorial Session

1 条资料

代码PyTorch Tutorial Session · ColabWinter 2026 官方课程表所列资料。
22

Hugging Face Transformers Tutorial Session

2 条资料

讲义 / SlidesHugging Face Transformers Tutorial Session · slidesWinter 2026 官方课程表所列资料。代码Hugging Face Transformers Tutorial Session · ColabWinter 2026 官方课程表所列资料。

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