| MHPP: Exploring the Capabilities and Limitations of Language Models Beyond Basic Code Generation | May 19, 2024 | Code GenerationHumanEval | CodeCode Available | 1 |
| Multi-lingual Evaluation of Code Generation Models | Oct 26, 2022 | Code CompletionCode Generation | CodeCode Available | 1 |
| MyGO Multiplex CoT: A Method for Self-Reflection in Large Language Models via Double Chain of Thought Thinking | Jan 20, 2025 | Decision MakingGSM8K | CodeCode Available | 1 |
| LeTI: Learning to Generate from Textual Interactions | May 17, 2023 | Code GenerationEvent Argument Extraction | CodeCode Available | 1 |
| Predicting Code Coverage without Execution | Jul 25, 2023 | HumanEval | CodeCode Available | 1 |
| CodeCriticBench: A Holistic Code Critique Benchmark for Large Language Models | Feb 23, 2025 | Code GenerationHumanEval | CodeCode Available | 1 |
| CodeChain: Towards Modular Code Generation Through Chain of Self-revisions with Representative Sub-modules | Oct 13, 2023 | Code GenerationHumanEval | CodeCode Available | 1 |
| ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation | Aug 3, 2023 | Class-level Code GenerationCode Generation | CodeCode Available | 1 |
| Code-Vision: Evaluating Multimodal LLMs Logic Understanding and Code Generation Capabilities | Feb 17, 2025 | Code GenerationHumanEval | CodeCode Available | 1 |
| Invisible Entropy: Towards Safe and Efficient Low-Entropy LLM Watermarking | May 20, 2025 | HumanEvalmbpp | CodeCode Available | 1 |
| Instruction Tuning With Loss Over Instructions | May 23, 2024 | HumanEvalMMLU | CodeCode Available | 1 |
| PerfCodeGen: Improving Performance of LLM Generated Code with Execution Feedback | Nov 18, 2024 | HumanEvalmbpp | CodeCode Available | 1 |
| ArchCode: Incorporating Software Requirements in Code Generation with Large Language Models | Aug 2, 2024 | Code GenerationHumanEval | CodeCode Available | 1 |
| InverseCoder: Self-improving Instruction-Tuned Code LLMs with Inverse-Instruct | Jul 8, 2024 | Code GenerationCode Summarization | CodeCode Available | 1 |
| HumanEval Pro and MBPP Pro: Evaluating Large Language Models on Self-invoking Code Generation | Dec 30, 2024 | Code GenerationHumanEval | CodeCode Available | 1 |
| Can Language Models Replace Programmers for Coding? REPOCOD Says 'Not Yet' | Oct 29, 2024 | Code CompletionCode Generation | CodeCode Available | 1 |
| HumanEval-V: Evaluating Visual Understanding and Reasoning Abilities of Large Multimodal Models Through Coding Tasks | Oct 16, 2024 | Code GenerationHumanEval | CodeCode Available | 1 |
| How Efficient is LLM-Generated Code? A Rigorous & High-Standard Benchmark | Jun 10, 2024 | HumanEvalProgram Synthesis | CodeCode Available | 1 |
| CYCLE: Learning to Self-Refine the Code Generation | Mar 27, 2024 | Code GenerationHumanEval | CodeCode Available | 1 |
| HALO: Hierarchical Autonomous Logic-Oriented Orchestration for Multi-Agent LLM Systems | May 17, 2025 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| How to Select Datapoints for Efficient Human Evaluation of NLG Models? | Jan 30, 2025 | HumanEvalMachine Translation | CodeCode Available | 1 |
| HumanEval-XL: A Multilingual Code Generation Benchmark for Cross-lingual Natural Language Generalization | Feb 26, 2024 | Code GenerationHumanEval | CodeCode Available | 1 |
| Generalization or Memorization: Data Contamination and Trustworthy Evaluation for Large Language Models | Feb 24, 2024 | HumanEvalMemorization | CodeCode Available | 1 |
| How Do Your Code LLMs Perform? Empowering Code Instruction Tuning with High-Quality Data | Sep 5, 2024 | Code GenerationDiversity | CodeCode Available | 1 |
| CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion | Oct 17, 2023 | Code CompletionHumanEval | CodeCode Available | 1 |
