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Author

Sunjie Hou

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#artificial intelligence Preprint Oct 2026

From Copying to Composition: How Language Models Develop In-Context Learning

In-context learning (ICL) allows language models to adapt their behavior from instructions and demonstrations in a prompt, but accuracy alone does not reveal how contextual information controls their predictions. We study the acquisition and trainability of ICL with a controlled diagnostic that separates copying a near...

Minglai Yang, Xin-Yu Guo, Ren-Xiong Wang et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Evidence-First Agentic Verification

Long-horizon, semi-verifiable agentic tasks often rely on rubric-based evaluation, but the evidence needed to assess these tasks can be spread across the environment state and the execution trace. A judge may overlook this evidence or accept unsupported claims, including an agent's own reports of success. When rubric v...

Reza Sanayei, Razvan-Gabriel Dumitru, Sun-Jie Hou et al. · 0 citations

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