S KILL G YM : I NTERNALIZING L ARGE -S CALE H UMAN S KILLS INTO LLM S FOR R EAL -W ORLD P ROBLEM S OLVING
Zhi-Long Ge, Yu-Ting Shao, Yu-Tao Yang et al.
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35B \texttt{SkillGym-Agent} reaches 51.47\% on skill-assisted SkillsBench, exceeding reported scores for Claude Sonnet 4.6, GPT-5.4 Mini, and DeepSeek V4 Pro, suggesting reusable procedural competence.
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