| Rethinking Repetition Problems of LLMs in Code Generation | May 15, 2025 | Code GenerationHumanEval | CodeCode Available | 1 |
| RLTF: Reinforcement Learning from Unit Test Feedback | Jul 10, 2023 | Code Generationmbpp | CodeCode Available | 1 |
| EffiLearner: Enhancing Efficiency of Generated Code via Self-Optimization | May 24, 2024 | Code GenerationHumanEval | CodeCode Available | 1 |
| Unchosen Experts Can Contribute Too: Unleashing MoE Models' Power by Self-Contrast | May 23, 2024 | Computational EfficiencyGSM8K | CodeCode Available | 1 |
| Unsupervised Evaluation of Code LLMs with Round-Trip Correctness | Feb 13, 2024 | HumanEvalmbpp | CodeCode Available | 1 |
| XFT: Unlocking the Power of Code Instruction Tuning by Simply Merging Upcycled Mixture-of-Experts | Apr 23, 2024 | HumanEvalmbpp | CodeCode Available | 1 |
| Discrete Flow Matching | Jul 22, 2024 | HumanEvalmbpp | —Unverified | 0 |
| DSTC: Direct Preference Learning with Only Self-Generated Tests and Code to Improve Code LMs | Nov 20, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| DynaCode: A Dynamic Complexity-Aware Code Benchmark for Evaluating Large Language Models in Code Generation | Mar 13, 2025 | Code Generationmbpp | —Unverified | 0 |
| Structured Chain-of-Thought Prompting for Code Generation | May 11, 2023 | Code GenerationHumanEval | —Unverified | 0 |
| Enhancing LLM-Based Code Generation with Complexity Metrics: A Feedback-Driven Approach | May 29, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| Enhancing Reasoning Capabilities of Small Language Models with Blueprints and Prompt Template Search | Jun 10, 2025 | GSM8KMath | —Unverified | 0 |
| Evaluating LLM-driven User-Intent Formalization for Verification-Aware Languages | Jun 14, 2024 | Code Generationmbpp | —Unverified | 0 |
| Selection of Prompt Engineering Techniques for Code Generation through Predicting Code Complexity | Sep 24, 2024 | Code GenerationContrastive Learning | —Unverified | 0 |
| Grammar-Based Code Representation: Is It a Worthy Pursuit for LLMs? | Mar 7, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| Guideline Forest: Experience-Induced Multi-Guideline Reasoning with Stepwise Aggregation | Jun 9, 2025 | GSM8KHumanEval | —Unverified | 0 |
| Self-Explained Keywords Empower Large Language Models for Code Generation | Oct 21, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces | Feb 10, 2025 | Code Generationmbpp | —Unverified | 0 |
| Interactive Code Generation via Test-Driven User-Intent Formalization | Aug 11, 2022 | Code GenerationHumanEval | —Unverified | 0 |
| Code-Optimise: Self-Generated Preference Data for Correctness and Efficiency | Jun 18, 2024 | HumanEvalmbpp | —Unverified | 0 |
| Interval-censored Hawkes processes | Apr 16, 2021 | mbppPoint Processes | —Unverified | 0 |
| Synthesize, Partition, then Adapt: Eliciting Diverse Samples from Foundation Models | Nov 11, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| Isolating Language-Coding from Problem-Solving: Benchmarking LLMs with PseudoEval | Feb 26, 2025 | BenchmarkingCode Generation | —Unverified | 0 |
| CodeMixBench: Evaluating Large Language Models on Code Generation with Code-Mixed Prompts | May 8, 2025 | Code CompletionCode Generation | —Unverified | 0 |
| Large Language Model-Aware In-Context Learning for Code Generation | Oct 15, 2023 | Code GenerationContrastive Learning | —Unverified | 0 |
| CodeMirage: Hallucinations in Code Generated by Large Language Models | Aug 14, 2024 | Code GenerationHallucination | —Unverified | 0 |
| Test-Driven Development for Code Generation | Feb 21, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| Learning to Reason via Self-Iterative Process Feedback for Small Language Models | Dec 11, 2024 | Domain GeneralizationGSM8K | —Unverified | 0 |
| Textbooks Are All You Need | Jun 20, 2023 | AllCode Generation | —Unverified | 0 |
| LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code | Mar 12, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models | May 25, 2025 | GSM8KHumanEval | —Unverified | 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 |
| Bridging Code Semantic and LLMs: Semantic Chain-of-Thought Prompting for Code Generation | Oct 16, 2023 | Code GenerationHumanEval | —Unverified | 0 |
| USCD: Improving Code Generation of LLMs by Uncertainty-Aware Selective Contrastive Decoding | Sep 9, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| The Program Testing Ability of Large Language Models for Code | Oct 9, 2023 | HumanEvalmbpp | —Unverified | 0 |
| The Stack: 3 TB of permissively licensed source code | Nov 20, 2022 | HumanEvalmbpp | —Unverified | 0 |
| Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision | Feb 5, 2024 | GSM8KMath | —Unverified | 0 |
| Brevity is the soul of wit: Pruning long files for code generation | Jun 29, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| NExT: Teaching Large Language Models to Reason about Code Execution | Apr 23, 2024 | HumanEvalmbpp | —Unverified | 0 |
| Thinking Before Running! Efficient Code Generation with Thorough Exploration and Optimal Refinement | Dec 30, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| OpenCodeInstruct: A Large-scale Instruction Tuning Dataset for Code LLMs | Apr 5, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| PythonSaga: Redefining the Benchmark to Evaluate Code Generating LLMs | Jan 8, 2024 | Code GenerationDiversity | —Unverified | 0 |
| AceCoder: Utilizing Existing Code to Enhance Code Generation | Mar 31, 2023 | Code Generationmbpp | —Unverified | 0 |
| Plan for Speed -- Dilated Scheduling for Masked Diffusion Language Models | Jun 23, 2025 | Code CompletionGSM8K | —Unverified | 0 |
| Type-Constrained Code Generation with Language Models | Apr 12, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| PLUM: Improving Code LMs with Execution-Guided On-Policy Preference Learning Driven By Synthetic Test Cases | Jun 11, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents | Mar 23, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| Uncovering LLM-Generated Code: A Zero-Shot Synthetic Code Detector via Code Rewriting | May 25, 2024 | Contrastive Learningmbpp | —Unverified | 0 |
| Prompt Baking | Sep 4, 2024 | ARCGSM8K | —Unverified | 0 |
| Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning | Jun 20, 2024 | GSM8KHeuristic Search | —Unverified | 0 |