| QualityFlow: An Agentic Workflow for Program Synthesis Controlled by LLM Quality Checks | Jan 20, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment | Feb 5, 2025 | GSM8KHumanEval | —Unverified | 0 |
| UnitCoder: Scalable Iterative Code Synthesis with Unit Test Guidance | Feb 17, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| Aligning CodeLLMs with Direct Preference Optimization | Oct 24, 2024 | Decision MakingHumanEval | —Unverified | 0 |
| Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models | May 15, 2025 | Code GenerationGSM8K | —Unverified | 0 |
| VALTEST: Automated Validation of Language Model Generated Test Cases | Nov 13, 2024 | HumanEvalLanguage Modeling | —Unverified | 0 |
| ComplexityNet: Increasing LLM Inference Efficiency by Learning Task Complexity | Dec 12, 2023 | Code GenerationLanguage Modeling | —Unverified | 0 |
| Context-Augmented Code Generation Using Programming Knowledge Graphs | Oct 9, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| AlphaVerus: Bootstrapping Formally Verified Code Generation through Self-Improving Translation and Treefinement | Dec 9, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| SACL: Understanding and Combating Textual Bias in Code Retrieval with Semantic-Augmented Reranking and Localization | Jun 25, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| ACECODER: Acing Coder RL via Automated Test-Case Synthesis | Feb 3, 2025 | HumanEvalmbpp | —Unverified | 0 |
| CodeTree: Agent-guided Tree Search for Code Generation with Large Language Models | Nov 7, 2024 | Code GenerationDecision Making | —Unverified | 0 |
| Decoding Data Quality via Synthetic Corruptions: Embedding-guided Pruning of Code Data | Dec 5, 2023 | Code GenerationHumanEval | —Unverified | 0 |
| Scattered Forest Search: Smarter Code Space Exploration with LLMs | Oct 22, 2024 | Code GenerationDiversity | —Unverified | 0 |
| Demo-Craft: Using In-Context Learning to Improve Code Generation in Large Language Models | Oct 30, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| Software Vulnerability and Functionality Assessment using LLMs | Mar 13, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| Divide-and-Conquer Meets Consensus: Unleashing the Power of Functions in Code Generation | May 30, 2024 | Code GenerationHumanEval | —Unverified | 0 |
| Scoring Verifiers: Evaluating Synthetic Verification for Code and Reasoning | Feb 19, 2025 | mbpp | —Unverified | 0 |
| Instruction Fusion: Advancing Prompt Evolution through Hybridization | Dec 25, 2023 | Code GenerationHumanEval | CodeCode Available | 0 |
| Comments as Natural Logic Pivots: Improve Code Generation via Comment Perspective | Apr 11, 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 |
| Enhancing Large Language Models in Coding Through Multi-Perspective Self-Consistency | Sep 29, 2023 | Code GenerationHumanEval | CodeCode Available | 0 |
| FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization system | Oct 28, 2024 | Code GenerationHumanEval | CodeCode Available | 0 |
| Teaching Large Language Models to Self-Debug | Apr 11, 2023 | Code GenerationLanguage Modeling | CodeCode Available | 0 |
| Inference Scaling fLaws: The Limits of LLM Resampling with Imperfect Verifiers | Nov 26, 2024 | HumanEvalmbpp | CodeCode Available | 0 |
| Self-Correcting Code Generation Using Small Language Models | May 29, 2025 | Code GenerationHumanEval | CodeCode Available | 0 |
| CodePAD: Sequence-based Code Generation with Pushdown Automaton | Nov 2, 2022 | Code Generationmbpp | CodeCode Available | 0 |
| RGD: Multi-LLM Based Agent Debugger via Refinement and Generation Guidance | Oct 2, 2024 | Code GenerationHumanEval | CodeCode Available | 0 |
| Underwater Object Tracker: UOSTrack for Marine Organism Grasping of Underwater Vehicles | Jan 4, 2023 | Data Augmentationmbpp | CodeCode Available | 0 |