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Jian-Yuan Zhong

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#natural language process... Preprint Sep 2026

EvalMem: An Operation-Level Diagnostic Framework for Long-Term Memory Systems

Long-horizon interactions with LLM-based assistants require memory systems that preserve and update user states, preferences, and interaction histories. Existing evaluations report end-to-end QA accuracy and cannot determine whether errors arise from encoding, retrieval, or generation. We introduce EvalMem, an operatio...

Ze-Yu Liu, Jian-Yuan Zhong, Rong-Duo Han et al. · 0 citations
#artificial intelligence Preprint Sep 2026

ScienceBuddy: Recursive-in-Recursive Self-Improvement for Interactive Scientific Agents

This work introduces and releases ScienceBuddy, an interactive scientific research workspace that brings continually improving scientific agents into researchers'everyday workflows and presents case studies of researcher interaction, harness refinement, and model learning, with the benchmark cases spanning four scienti...

Shu-Han Xue, Jian-Yuan Zhong, Ziyuan Nan et al. · 2 citations

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