| Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided Interventions | Jan 17, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 | 5 |
| Multiple-Choice Questions are Efficient and Robust LLM Evaluators | May 20, 2024 | GSM8KHumanEval | CodeCode Available | 1 | 5 |
| Fault-Aware Neural Code Rankers | Jun 4, 2022 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| EffiLearner: Enhancing Efficiency of Generated Code via Self-Optimization | May 24, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| Policy Filtration in RLHF to Fine-Tune LLM for Code Generation | Sep 11, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| MHPP: Exploring the Capabilities and Limitations of Language Models Beyond Basic Code Generation | May 19, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| Multi-lingual Evaluation of Code Generation Models | Oct 26, 2022 | Code CompletionCode Generation | CodeCode Available | 1 | 5 |
| SemCoder: Training Code Language Models with Comprehensive Semantics Reasoning | Jun 3, 2024 | Code CompletionCode Generation | CodeCode Available | 1 | 5 |
| The RealHumanEval: Evaluating Large Language Models' Abilities to Support Programmers | Apr 3, 2024 | HumanEval | CodeCode Available | 1 | 5 |
| Unsupervised Evaluation of Code LLMs with Round-Trip Correctness | Feb 13, 2024 | HumanEvalmbpp | CodeCode Available | 1 | 5 |
| Learning to Generate Unit Tests for Automated Debugging | Feb 3, 2025 | HumanEvalLarge Language Model | CodeCode Available | 1 | 5 |
| PerfCodeGen: Improving Performance of LLM Generated Code with Execution Feedback | Nov 18, 2024 | HumanEvalmbpp | CodeCode Available | 1 | 5 |
| LeTI: Learning to Generate from Textual Interactions | May 17, 2023 | Code GenerationEvent Argument Extraction | CodeCode Available | 1 | 5 |
| CodeChain: Towards Modular Code Generation Through Chain of Self-revisions with Representative Sub-modules | Oct 13, 2023 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| Rethinking Verification for LLM Code Generation: From Generation to Testing | Jul 9, 2025 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| Rewriting Pre-Training Data Boosts LLM Performance in Math and Code | May 5, 2025 | Code GenerationGSM8K | CodeCode Available | 1 | 5 |
| A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration | Oct 3, 2023 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 | 5 |
| Invisible Entropy: Towards Safe and Efficient Low-Entropy LLM Watermarking | May 20, 2025 | HumanEvalmbpp | CodeCode Available | 1 | 5 |
| RES-Q: Evaluating Code-Editing Large Language Model Systems at the Repository Scale | Jun 24, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| DolphCoder: Echo-Locating Code Large Language Models with Diverse and Multi-Objective Instruction Tuning | Feb 14, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| Instruction Tuning With Loss Over Instructions | May 23, 2024 | HumanEvalMMLU | CodeCode Available | 1 | 5 |
| ArchCode: Incorporating Software Requirements in Code Generation with Large Language Models | Aug 2, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| RepoST: Scalable Repository-Level Coding Environment Construction with Sandbox Testing | Mar 10, 2025 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| HumanEval-V: Evaluating Visual Understanding and Reasoning Abilities of Large Multimodal Models Through Coding Tasks | Oct 16, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| HumanEval-XL: A Multilingual Code Generation Benchmark for Cross-lingual Natural Language Generalization | Feb 26, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| ReCode: Robustness Evaluation of Code Generation Models | Dec 20, 2022 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| Is Self-Repair a Silver Bullet for Code Generation? | Jun 16, 2023 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| Can Language Models Replace Programmers for Coding? REPOCOD Says 'Not Yet' | Oct 29, 2024 | Code CompletionCode Generation | CodeCode Available | 1 | 5 |
| HumanEval Pro and MBPP Pro: Evaluating Large Language Models on Self-invoking Code Generation | Dec 30, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation | May 27, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| How to Select Datapoints for Efficient Human Evaluation of NLG Models? | Jan 30, 2025 | HumanEvalMachine Translation | CodeCode Available | 1 | 5 |
| InverseCoder: Self-improving Instruction-Tuned Code LLMs with Inverse-Instruct | Jul 8, 2024 | Code GenerationCode Summarization | CodeCode Available | 1 | 5 |
| Predicting Code Coverage without Execution | Jul 25, 2023 | HumanEval | CodeCode Available | 1 | 5 |
| CYCLE: Learning to Self-Refine the Code Generation | Mar 27, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| InfiBench: Evaluating the Question-Answering Capabilities of Code Large Language Models | Mar 11, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation | Aug 3, 2023 | Class-level Code GenerationCode Generation | CodeCode Available | 1 | 5 |
| Getting the most out of your tokenizer for pre-training and domain adaptation | Feb 1, 2024 | Code GenerationDomain Adaptation | CodeCode Available | 1 | 5 |
| HALO: Hierarchical Autonomous Logic-Oriented Orchestration for Multi-Agent LLM Systems | May 17, 2025 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 | 5 |
| CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion | Oct 17, 2023 | Code CompletionHumanEval | CodeCode Available | 1 | 5 |
| Rethinking Repetition Problems of LLMs in Code Generation | May 15, 2025 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| Generation Meets Verification: Accelerating Large Language Model Inference with Smart Parallel Auto-Correct Decoding | Feb 19, 2024 | HumanEvalLanguage Modeling | CodeCode Available | 1 | 5 |
| How Do Your Code LLMs Perform? Empowering Code Instruction Tuning with High-Quality Data | Sep 5, 2024 | Code GenerationDiversity | CodeCode Available | 1 | 5 |
| Better & Faster Large Language Models via Multi-token Prediction | Apr 30, 2024 | HumanEvalmbpp | CodeCode Available | 1 | 5 |
| CodeCriticBench: A Holistic Code Critique Benchmark for Large Language Models | Feb 23, 2025 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| Generalization or Memorization: Data Contamination and Trustworthy Evaluation for Large Language Models | Feb 24, 2024 | HumanEvalMemorization | CodeCode Available | 1 | 5 |
| ContraCLM: Contrastive Learning For Causal Language Model | Oct 3, 2022 | Code GenerationCode Search | CodeCode Available | 1 | 5 |
| ANPL: Towards Natural Programming with Interactive Decomposition | May 29, 2023 | ARCCode Generation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| How Efficient is LLM-Generated Code? A Rigorous & High-Standard Benchmark | Jun 10, 2024 | HumanEvalProgram Synthesis | CodeCode Available | 1 | 5 |
| RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program Repair | Dec 25, 2023 | HumanEvalparameter-efficient fine-tuning | CodeCode Available | 1 | 5 |
