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Shilin He

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#artificial intelligence Preprint Oct 2026

Training LLM Agents to Automate LLM Post-Training with RSI-Dojo

This paper introduces RSI-Dojo, a collection of executable model training environments designed to teach LLM agents to conduct post-training, and develops RSI-Craft, an automatic pipeline that converts human research artifacts into executable model training environments.

Shu-Zheng Gao, Zhao-Jian Yu, Peng-Hao Yin et al. · 0 citations
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.

Yu-Ling Shi, Jing-Heng Xu, Kelin Fu et al. · 6 citations

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