Portfolio item number 1
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Posts by Collection
portfolio
Portfolio item number 2
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publications
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
Published in Findings of EMNLP 2025, 2025
LLMEval-Med is a physician-validated clinical benchmark built from real-world electronic health records and expert-designed scenarios. It targets the weaknesses of existing medical LLM evaluations by moving beyond exam-style questions toward realistic clinical reasoning and checklist-based expert assessment.
LLMEval-Fair: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models
Published in arXiv preprint, 2025
LLMEval-Fair proposes a dynamic evaluation framework that samples unseen test sets from a large question bank, combines contamination-resistant curation with anti-cheating design, and studies almost 50 frontier models longitudinally to produce a more reliable picture of progress than static leaderboards.
OpenNovelty: An Open-domain Benchmark for Evaluating the Open-ended Novelty of Language Models
Published in arXiv preprint, 2026
OpenNovelty studies whether language models can judge the novelty of open-ended ideas rather than only solve fixed-answer tasks. It introduces an open-domain benchmark for comparing LLM judgments of novelty across research-oriented scenarios, aiming to better understand how models support scientific creativity and evaluation.
talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
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Teaching experience 2
Workshop, University 1, Department, 2015
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