| Web-Bench: A LLM Code Benchmark Based on Web Standards and Frameworks | May 12, 2025 | Code Generation | CodeCode Available | 3 |
| CodeMixBench: Evaluating Large Language Models on Code Generation with Code-Mixed Prompts | May 8, 2025 | Code CompletionCode Generation | —Unverified | 0 |
| Memorization or Interpolation ? Detecting LLM Memorization through Input Perturbation Analysis | May 5, 2025 | ArticlesHumanEval | —Unverified | 0 |
| Rewriting Pre-Training Data Boosts LLM Performance in Math and Code | May 5, 2025 | Code GenerationGSM8K | CodeCode Available | 1 |
| The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models | May 5, 2025 | HumanEvalProgram Repair | —Unverified | 0 |
| ARCS: Agentic Retrieval-Augmented Code Synthesis with Iterative Refinement | Apr 29, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| DataDecide: How to Predict Best Pretraining Data with Small Experiments | Apr 15, 2025 | ARCHellaSwag | CodeCode Available | 3 |
| 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 |
| Sustainable LLM Inference for Edge AI: Evaluating Quantized LLMs for Energy Efficiency, Output Accuracy, and Inference Latency | Apr 4, 2025 | BenchmarkingGSM8K | —Unverified | 0 |
| Can LLMs Enable Verification in Mainstream Programming? | Mar 18, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| Fully Autonomous Programming using Iterative Multi-Agent Debugging with Large Language Models | Mar 10, 2025 | HumanEvalProgram Synthesis | —Unverified | 0 |
| RepoST: Scalable Repository-Level Coding Environment Construction with Sandbox Testing | Mar 10, 2025 | Code GenerationHumanEval | CodeCode Available | 1 |
| Benchmarking AI Models in Software Engineering: A Review, Search Tool, and Enhancement Protocol | Mar 7, 2025 | BenchmarkingBug fixing | —Unverified | 0 |
| Grammar-Based Code Representation: Is It a Worthy Pursuit for LLMs? | Mar 7, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| ThrowBench: Benchmarking LLMs by Predicting Runtime Exceptions | Mar 6, 2025 | BenchmarkingHumanEval | CodeCode Available | 0 |
| KodCode: A Diverse, Challenging, and Verifiable Synthetic Dataset for Coding | Mar 4, 2025 | HumanEvalmbpp | CodeCode Available | 3 |
| Layer-Aware Task Arithmetic: Disentangling Task-Specific and Instruction-Following Knowledge | Feb 27, 2025 | GSM8KHumanEval | —Unverified | 0 |
| Isolating Language-Coding from Problem-Solving: Benchmarking LLMs with PseudoEval | Feb 26, 2025 | BenchmarkingCode Generation | —Unverified | 0 |
| Nexus: A Lightweight and Scalable Multi-Agent Framework for Complex Tasks Automation | Feb 26, 2025 | Code GenerationHumanEval | CodeCode Available | 2 |
| CodeCriticBench: A Holistic Code Critique Benchmark for Large Language Models | Feb 23, 2025 | Code GenerationHumanEval | CodeCode Available | 1 |
| Code-Vision: Evaluating Multimodal LLMs Logic Understanding and Code Generation Capabilities | Feb 17, 2025 | Code GenerationHumanEval | CodeCode Available | 1 |
| UnitCoder: Scalable Iterative Code Synthesis with Unit Test Guidance | Feb 17, 2025 | Code GenerationHumanEval | —Unverified | 0 |
| MasRouter: Learning to Route LLMs for Multi-Agent Systems | Feb 16, 2025 | HumanEvalmbpp | CodeCode Available | 2 |
| CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality | Feb 13, 2025 | 8kGPU | CodeCode Available | 0 |