| 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 |