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YerbaPage

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reacted to their post with ๐Ÿ‘€๐Ÿค—๐Ÿ‘ 4 days ago
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2332
Curated list of **Next Gen Code Generation** papers & benchmarks! ๐Ÿ”ฅ with 80+ โญ๏ธ now!

Stay ahead with the latest in:
โœ… Repo-level Issue Resolution (SWE-bench, Agents)
โœ… Repo-level Code Completion (Repo understanding)
โœ… Datasets & Benchmarks

๐Ÿ‘‰ Check it out: https://github.com/YerbaPage/Awesome-Repo-Level-Code-Generation ๐Ÿ”ฅ
๐Ÿ’กPRs are welcomed!
posted an update 4 days ago
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2332
Curated list of **Next Gen Code Generation** papers & benchmarks! ๐Ÿ”ฅ with 80+ โญ๏ธ now!

Stay ahead with the latest in:
โœ… Repo-level Issue Resolution (SWE-bench, Agents)
โœ… Repo-level Code Completion (Repo understanding)
โœ… Datasets & Benchmarks

๐Ÿ‘‰ Check it out: https://github.com/YerbaPage/Awesome-Repo-Level-Code-Generation ๐Ÿ”ฅ
๐Ÿ’กPRs are welcomed!
replied to their post 8 months ago
reacted to their post with ๐Ÿ‘€๐Ÿ”ฅ๐Ÿค— 8 months ago
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2073
We propose MGDebugger, a hierarchical bottom-up LLM code debugger ๐Ÿ”ฅ that can fix bugs from low-level syntax errors to high-level algorithmic flaws.

It achieves an โญ๏ธ 18.9% improvement in accuracy over seed generations in HumanEval and a โญ๏ธ 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.
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posted an update 8 months ago
view post
Post
2073
We propose MGDebugger, a hierarchical bottom-up LLM code debugger ๐Ÿ”ฅ that can fix bugs from low-level syntax errors to high-level algorithmic flaws.

It achieves an โญ๏ธ 18.9% improvement in accuracy over seed generations in HumanEval and a โญ๏ธ 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
ยท