| 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 |