A Lean-oriented prover model, fine-tuned with dense and sparse RL rewards, generates structured semantic critiques that improve LLM code generation accuracy over Reflexion and Self-Refine on LiveCodeBench V6 and BigCodeBench.
LLMs meet library evolution: Evaluating deprecated API usage in LLM-based code completion,
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SCOPE: Leveraging Subgoal Critiques for Code Generation
A Lean-oriented prover model, fine-tuned with dense and sparse RL rewards, generates structured semantic critiques that improve LLM code generation accuracy over Reflexion and Self-Refine on LiveCodeBench V6 and BigCodeBench.