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Ka-po. Chung

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#artificial intelligence Review Oct 2026

SkillScriptBench: Benchmarking Self-Evolution of Executable Agent Skill Packages Beyond Markdown

Executable Agent Skills combine natural-language instructions and scripts into reusable packages for LLM agents, and revising them requires fixing errors without breaking correct behavior. Existing benchmarks do not systematically distinguish documentation repair, script repair, and preservation when evaluating skill s...

Yuxuan Liu, Hao-Ran Li, Yu-Hao Zhang et al. · 0 citations

MultivationBench: A Benchmark for Multimodal Sequential Motivation Reasoning

Results indicate that MultivationBench presents a significant challenge: all tested models struggle to maintain consistent motivation reasoning across sequential contexts, revealing a critical disconnect between static recognition capabilities and the dynamic reasoning essential for human-like social understanding.

Ka-po. Chung, Chunkit Chan, Yauwai Yim et al. · 0 citations

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