| Rethinking Repetition Problems of LLMs in Code Generation | May 15, 2025 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| RLTF: Reinforcement Learning from Unit Test Feedback | Jul 10, 2023 | Code Generationmbpp | CodeCode Available | 1 | 5 |
| EffiLearner: Enhancing Efficiency of Generated Code via Self-Optimization | May 24, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| Unchosen Experts Can Contribute Too: Unleashing MoE Models' Power by Self-Contrast | May 23, 2024 | Computational EfficiencyGSM8K | CodeCode Available | 1 | 5 |
| Unsupervised Evaluation of Code LLMs with Round-Trip Correctness | Feb 13, 2024 | HumanEvalmbpp | CodeCode Available | 1 | 5 |
| XFT: Unlocking the Power of Code Instruction Tuning by Simply Merging Upcycled Mixture-of-Experts | Apr 23, 2024 | HumanEvalmbpp | CodeCode Available | 1 | 5 |
| RGD: Multi-LLM Based Agent Debugger via Refinement and Generation Guidance | Oct 2, 2024 | Code GenerationHumanEval | CodeCode Available | 0 | 5 |
| Comments as Natural Logic Pivots: Improve Code Generation via Comment Perspective | Apr 11, 2024 | Code GenerationHumanEval | CodeCode Available | 0 | 5 |
| CodePAD: Sequence-based Code Generation with Pushdown Automaton | Nov 2, 2022 | Code Generationmbpp | CodeCode Available | 0 | 5 |
| FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization system | Oct 28, 2024 | Code GenerationHumanEval | CodeCode Available | 0 | 5 |
| Teaching Large Language Models to Self-Debug | Apr 11, 2023 | Code GenerationLanguage Modeling | CodeCode Available | 0 | 5 |
| Self-Correcting Code Generation Using Small Language Models | May 29, 2025 | Code GenerationHumanEval | CodeCode Available | 0 | 5 |
| Instruction Fusion: Advancing Prompt Evolution through Hybridization | Dec 25, 2023 | Code GenerationHumanEval | CodeCode Available | 0 | 5 |
| Underwater Object Tracker: UOSTrack for Marine Organism Grasping of Underwater Vehicles | Jan 4, 2023 | Data Augmentationmbpp | CodeCode Available | 0 | 5 |
| Enhancing Large Language Models in Coding Through Multi-Perspective Self-Consistency | Sep 29, 2023 | Code GenerationHumanEval | CodeCode Available | 0 | 5 |
| AMR-Evol: Adaptive Modular Response Evolution Elicits Better Knowledge Distillation for Large Language Models in Code Generation | Oct 1, 2024 | Code GenerationHumanEval | CodeCode Available | 0 | 5 |
| Inference Scaling fLaws: The Limits of LLM Resampling with Imperfect Verifiers | Nov 26, 2024 | HumanEvalmbpp | CodeCode Available | 0 | 5 |
| Textbooks Are All You Need | Jun 20, 2023 | AllCode Generation | —Unverified | 0 | 0 |
| LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code | Mar 12, 2024 | Code GenerationHumanEval | —Unverified | 0 | 0 |
| LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models | May 25, 2025 | GSM8KHumanEval | —Unverified | 0 | 0 |
| Bridging the Language Gap: Enhancing Multilingual Prompt-Based Code Generation in LLMs via Zero-Shot Cross-Lingual Transfer | Aug 19, 2024 | Code GenerationCross-Lingual Transfer | —Unverified | 0 | 0 |
| Bridging Code Semantic and LLMs: Semantic Chain-of-Thought Prompting for Code Generation | Oct 16, 2023 | Code GenerationHumanEval | —Unverified | 0 | 0 |
| USCD: Improving Code Generation of LLMs by Uncertainty-Aware Selective Contrastive Decoding | Sep 9, 2024 | Code GenerationHumanEval | —Unverified | 0 | 0 |
| The Program Testing Ability of Large Language Models for Code | Oct 9, 2023 | HumanEvalmbpp | —Unverified | 0 | 0 |
| The Stack: 3 TB of permissively licensed source code | Nov 20, 2022 | HumanEvalmbpp | —Unverified | 0 | 0 |
