Capability
Code Fix Suggestion With Error Context
17 artifacts provide this capability.
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1
Qwen2.5-Coder 32BModel47/100
via “code repair and debugging with repository-level context”
Alibaba's code-specialized model matching GPT-4o on coding.
Unique: Combines 128K context window with instruction-tuning to maintain repository-level consistency during repairs — most code repair models (including CodeT5, CodeBERT) operate on isolated snippets without full codebase context, leading to inconsistent fixes
vs others: Achieves 73.7% on Aider (code repair benchmark) matching GPT-4o, outperforming CodeLlama-34B and open-source alternatives that typically score 40-60% on the same benchmark