| 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 |
