| RLTF: Reinforcement Learning from Unit Test Feedback | Jul 10, 2023 | Code Generationmbpp | CodeCode Available | 1 |
| LeTI: Learning to Generate from Textual Interactions | May 17, 2023 | Code GenerationEvent Argument Extraction | CodeCode Available | 1 |
| Improving Code Generation by Training with Natural Language Feedback | Mar 28, 2023 | Code GenerationImitation Learning | CodeCode Available | 1 |
| ReCode: Robustness Evaluation of Code Generation Models | Dec 20, 2022 | Code GenerationHumanEval | CodeCode Available | 1 |
| Fault-Aware Neural Code Rankers | Jun 4, 2022 | Code GenerationHumanEval | CodeCode Available | 1 |
| Program Synthesis with Large Language Models | Aug 16, 2021 | Few-Shot Learningmbpp | CodeCode Available | 1 |
| SACL: Understanding and Combating Textual Bias in Code Retrieval with Semantic-Augmented Reranking and Localization | Jun 25, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| Plan for Speed -- Dilated Scheduling for Masked Diffusion Language Models | Jun 23, 2025 | Code CompletionGSM8K | —Unverified | 0 |
| Enhancing Reasoning Capabilities of Small Language Models with Blueprints and Prompt Template Search | Jun 10, 2025 | GSM8KMath | —Unverified | 0 |
| Guideline Forest: Experience-Induced Multi-Guideline Reasoning with Stepwise Aggregation | Jun 9, 2025 | GSM8KHumanEval | —Unverified | 0 |
| Self-Correcting Code Generation Using Small Language Models | May 29, 2025 | Code GenerationHumanEval | CodeCode Available | 0 |
| Enhancing LLM-Based Code Generation with Complexity Metrics: A Feedback-Driven Approach | May 29, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models | May 25, 2025 | GSM8KHumanEval | —Unverified | 0 |
| Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models | May 15, 2025 | Code GenerationGSM8K | —Unverified | 0 |
| CodeMixBench: Evaluating Large Language Models on Code Generation with Code-Mixed Prompts | May 8, 2025 | Code CompletionCode Generation | —Unverified | 0 |
| Type-Constrained Code Generation with Language Models | Apr 12, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| OpenCodeInstruct: A Large-scale Instruction Tuning Dataset for Code LLMs | Apr 5, 2025 | 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 |
| Grammar-Based Code Representation: Is It a Worthy Pursuit for LLMs? | Mar 7, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| Isolating Language-Coding from Problem-Solving: Benchmarking LLMs with PseudoEval | Feb 26, 2025 | BenchmarkingCode Generation | —Unverified | 0 |
| Scoring Verifiers: Evaluating Synthetic Verification for Code and Reasoning | Feb 19, 2025 | mbpp | —Unverified | 0 |
| UnitCoder: Scalable Iterative Code Synthesis with Unit Test Guidance | Feb 17, 2025 | 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 |
| Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment | Feb 5, 2025 | GSM8KHumanEval | —Unverified | 0 |
| ACECODER: Acing Coder RL via Automated Test-Case Synthesis | Feb 3, 2025 | HumanEvalmbpp | —Unverified | 0 |
| QualityFlow: An Agentic Workflow for Program Synthesis Controlled by LLM Quality Checks | Jan 20, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| Thinking Before Running! Efficient Code Generation with Thorough Exploration and Optimal Refinement | Dec 30, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| Learning to Reason via Self-Iterative Process Feedback for Small Language Models | Dec 11, 2024 | Domain GeneralizationGSM8K | —Unverified | 0 |
| AlphaVerus: Bootstrapping Formally Verified Code Generation through Self-Improving Translation and Treefinement | Dec 9, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| Inference Scaling fLaws: The Limits of LLM Resampling with Imperfect Verifiers | Nov 26, 2024 | HumanEvalmbpp | CodeCode Available | 0 |
| DSTC: Direct Preference Learning with Only Self-Generated Tests and Code to Improve Code LMs | Nov 20, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| VALTEST: Automated Validation of Language Model Generated Test Cases | Nov 13, 2024 | HumanEvalLanguage Modeling | —Unverified | 0 |
| Synthesize, Partition, then Adapt: Eliciting Diverse Samples from Foundation Models | Nov 11, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| CodeTree: Agent-guided Tree Search for Code Generation with Large Language Models | Nov 7, 2024 | Code GenerationDecision Making | —Unverified | 0 |
| Demo-Craft: Using In-Context Learning to Improve Code Generation in Large Language Models | Oct 30, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization system | Oct 28, 2024 | Code GenerationHumanEval | CodeCode Available | 0 |
| Aligning CodeLLMs with Direct Preference Optimization | Oct 24, 2024 | Decision MakingHumanEval | —Unverified | 0 |
| Scattered Forest Search: Smarter Code Space Exploration with LLMs | Oct 22, 2024 | Code GenerationDiversity | —Unverified | 0 |
| Self-Explained Keywords Empower Large Language Models for Code Generation | Oct 21, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| Context-Augmented Code Generation Using Programming Knowledge Graphs | Oct 9, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| RGD: Multi-LLM Based Agent Debugger via Refinement and Generation Guidance | Oct 2, 2024 | Code GenerationHumanEval | CodeCode Available | 0 |
| 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 |
| Selection of Prompt Engineering Techniques for Code Generation through Predicting Code Complexity | Sep 24, 2024 | Code GenerationContrastive Learning | —Unverified | 0 |
| USCD: Improving Code Generation of LLMs by Uncertainty-Aware Selective Contrastive Decoding | Sep 9, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| Prompt Baking | Sep 4, 2024 | ARCGSM8K | —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 |
| CodeMirage: Hallucinations in Code Generated by Large Language Models | Aug 14, 2024 | Code GenerationHallucination | —Unverified | 0 |
| Discrete Flow Matching | Jul 22, 2024 | HumanEvalmbpp | —Unverified | 0 |
| Brevity is the soul of wit: Pruning long files for code generation | Jun 29, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning | Jun 20, 2024 | GSM8KHeuristic Search | —Unverified | 0 |