text
We propose MGDebugger, a hierarchical bottom-up LLM code debugger 🔥 that can fix bugs from low-level syntax errors to high-level algorithmic flaws.
We propose MGDebugger, a hierarchical bottom-up LLM code debugger 🔥 that can fix bugs from low-level syntax errors to high-level algorithmic flaws.
new_line
new_line
text
It achieves an ⭐️ 18.9% improvement in accuracy over seed generations in HumanEval and a ⭐️ 97.6% repair success rate in HumanEvalFix.
It achieves an ⭐️ 18.9% improvement in accuracy over seed generations in HumanEval and a ⭐️ 97.6% repair success rate in HumanEvalFix.
new_line
new_line
text
Paper available at 
Paper available at 
link
https://arxiv.org/abs/2410.01215
https://arxiv.org/abs/2410.01215
text
.
.
new_line
text
Code and demo available at 
Code and demo available at 
link
https://github.com/YerbaPage/MGDebugger
https://github.com/YerbaPage/MGDebugger
text
.
.
new_line
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.

👀
YerbaPage louisbrulenaudet John6666 Joseph717171 dingo-actual ethancl1
👍
Tonic amakipaa Goekdeniz-Guelmez Joseph717171 ethancl1
🤗
YerbaPage ajibawa-2023 Goekdeniz-Guelmez Joseph717171
🔥
YerbaPage Joseph717171
🧠
Tonic
https://cdn-avatars.huggingface.co/v1/production/uploads/64aea8ff67511bd3d965697b/Jxn52EmDF5RApJh8antxn.jpeg
Feynman Innovations
ajibawa-2023
user
https://cdn-avatars.huggingface.co/v1/production/uploads/645b0c3ec35da9c7afd95421/vYBrCDagHsXAo6J2p-uG0.jpeg
Yuling
YerbaPage
user