Author

Kai Cai

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Preprint Jul 2026

SWE-Pruner Pro: The Coder LLM Already Knows What to Prune

SWE-Pruner Pro is proposed, which prunes tool outputs directly inside the agent, with a small head turns the agent's own internal representations into a keep-or-prune label for each line, with a length-aware embedding keyed to each tool output's line count.

Yuhang Wang, Yuling Shi, Shaoqiu Zhang et al. · 2 citations

Review Aug 2026

SWE-Bench ProMax: Benchmarking Agents on Large-Scale Multilingual Code Refactoring

SWE-Bench ProMax is introduced, an expert-curated, multilingual code refactoring benchmark of 170 instances drawn from real commits across seven programming languages, which presents a meaningful and unsaturated challenge for current AI coding agents.

Yuling Shi, Jingheng Xu, Kelin Fu et al. · 5 citations