Python 2

5. Methods/Models for Downstream Tasks 1,213 8. Datasets 561 3. When Coding Meets Reasoning 294 2. Models 266 6. Analysis of AI-Generated Code 244 4. Code LLM for Low-Resource, Low-Level, and Domain-Specific Languages 109 7. Human-LLM Interaction 72 News 55 9. Recommended Readings 32 5. Datasets 29 4. Datasets 20 1. Surveys 17 6. Datasets 4 Other Awesome LLM Reading Lists 3 Star History 2 7. User-LLM Interaction 1

8.2 Benchmarks 591 3.5 Frontend Navigation 164 Text-To-SQL 163 Vulnerability Detection 115 Others 112 3.3 Code Agents 100 2.1 Base LLMs and Pretraining Strategies 92 Code Generation 88 Code Commenting and Summarization 83 Test Generation 78 Program Repair 74 Malicious Code Detection 73 2.4 (Instruction) Fine-Tuning on Code 71 3.1 Coding for Reasoning 66 Security and Vulnerabilities 58 3.4 Interactive Coding 55 2.3 General Pretraining on Code 50 Code Translation 47 Code Review 46 Frontend Development 44 Repository-Level Coding 41 2.5 Reinforcement Learning on Code 39 Code Similarity and Embedding (Clone Detection, Code Search) 37 Correctness 34 5.2 Benchmarks 30 Requirement Engineering 28 Program Proof 26 Log Analysis 26 AI-Generated Code Detection 25 Compiler Optimization 24 Automated Machine Learning 24 Code Refactoring and Migration 23 Issue Resolution 23 Code RAG 23 Binary Analysis and Decompilation 23 4.2 Benchmarks 20 Efficiency 20 3.2 Code Simulation 18 Code Ranking 16 Code QA & Reasoning 16 Software Configuration 16 Oracle Generation 15 Robustness 15 2.2 Existing LLM Adapted to Code 14 Interpretability 12 Fuzz Testing 12 Hallucination 12 API Usage 10 Software Modeling 10 Privacy 9 Commit Message Generation 8 Bias 7 Mutation Testing 7 8.1 Pretraining 6 Type Prediction 4 6.2 Benchmarks 4 Contamination 3

llm 2 customizable 1 multi-model-support 1 multi-task-fine-tuning 1 multi-task-learning 1 user-friendly 1 agent 1 ekg 1 kg 1 memory-management 1 multi-agent 1 rag 1 tool-learning 1 ai 1 awesome 1 education 1 nlp 1 papers 1