Python 2

5. Methods/Models for Downstream Tasks 976 8. Datasets 408 3. When Coding Meets Reasoning 232 2. Models 206 6. Analysis of AI-Generated Code 189 4. Code LLM for Low-Resource, Low-Level, and Domain-Specific Languages 79 7. Human-LLM Interaction 65 4. Datasets 37 News 35 9. Recommended Readings 32 5. Datasets 29 1. Surveys 15 6. Datasets 4 Star History 2 7. User-LLM Interaction 1

8.2 Benchmarks 436 3.5 Frontend Navigation 131 Text-To-SQL 119 Vulnerability Detection 102 Others 98 Malicious Code Detection 76 2.1 Base LLMs and Pretraining Strategies 74 Code Generation 72 Test Generation 70 Code Commenting and Summarization 64 Program Repair 60 3.3 Code Agents 59 3.1 Coding for Reasoning 58 2.4 (Instruction) Fine-Tuning on Code 55 3.4 Interactive Coding 49 Security and Vulnerabilities 43 Code Translation 40 2.3 General Pretraining on Code 40 4.2 Benchmarks 37 Code Review 35 Frontend Development 34 Repository-Level Coding 34 Correctness 32 5.2 Benchmarks 30 Code Similarity and Embedding (Clone Detection, Code Search) 30 Requirement Engineering 28 Log Analysis 24 2.5 Reinforcement Learning on Code 24 Program Proof 22 Binary Analysis and Decompilation 22 Compiler Optimization 17 AI-Generated Code Detection 17 Efficiency 16 Code Refactoring and Migration 16 Code RAG 15 Oracle Generation 15 3.2 Code Simulation 14 2.2 Existing LLM Adapted to Code 13 Software Configuration 13 Automated Machine Learning 13 Code Ranking 12 Fuzz Testing 12 Robustness 10 Software Modeling 10 Interpretability 9 Hallucination 9 API Usage 8 Mutation Testing 7 Bias 7 Privacy 6 Commit Message Generation 5 8.1 Pretraining 5 Code QA & Reasoning 5 6.2 Benchmarks 4 Type Prediction 4

user-friendly 1 multi-task-learning 1 multi-task-fine-tuning 1 multi-model-support 1 customizable 1 tool-learning 1 rag 1 multi-agent 1 memory-management 1 llm 1 kg 1 ekg 1 agent 1