From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging Paper • 2410.01215 • Published Oct 2, 2024 • 32
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Paper • 2503.07536 • Published 4 days ago • 73
Reward-Guided Speculative Decoding for Efficient LLM Reasoning Paper • 2501.19324 • Published Jan 31 • 38
view post Post 2064 We propose MGDebugger, a hierarchical bottom-up LLM code debugger 🔥 that can fix bugs from low-level syntax errors to high-level algorithmic flaws.It achieves an ⭐️ 18.9% improvement in accuracy over seed generations in HumanEval and a ⭐️ 97.6% repair success rate in HumanEvalFix.Paper available at https://arxiv.org/abs/2410.01215.Code and demo available at https://github.com/YerbaPage/MGDebugger. 2 replies · 👀 6 6 👍 6 6 🤗 4 4 🔥 2 2 🧠 1 1 + Reply
LLM Reasoning Papers Collection Papers to improve reasoning capabilities of LLMs • 20 items • Updated Jan 15 • 120