CodeClash is a tournament benchmark that tests language models on iterative, goal-oriented codebase development through competitive arenas, showing shared weaknesses in strategic reasoning and maintenance despite diverse styles.
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SWE-Pruner trains a lightweight neural skimmer to perform task-aware pruning of code contexts for LLM agents, delivering 23-54% token reduction on SWE-Bench Verified with improved success rates and up to 14.84x compression on LongCodeQA.
citing papers explorer
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CodeClash: Benchmarking Goal-Oriented Software Engineering
CodeClash is a tournament benchmark that tests language models on iterative, goal-oriented codebase development through competitive arenas, showing shared weaknesses in strategic reasoning and maintenance despite diverse styles.
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SWE-Pruner: Self-Adaptive Context Pruning for Coding Agents
SWE-Pruner trains a lightweight neural skimmer to perform task-aware pruning of code contexts for LLM agents, delivering 23-54% token reduction on SWE-Bench Verified with improved success rates and up to 14.84x compression on LongCodeQA.