Qingcheng Zeng

PhD student, Northwestern University, Northwestern University

2 papers at NeurIPS 2025

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Poster Session 1

1 paper

Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

CARES: Comprehensive Evaluation of Safety and Adversarial Robustness in Medical LLMs

#1114 · Sijia Chen, Xiaomin Li, Mengxue Zhang, Eric Hanchen Jiang, Qingcheng Zeng, Chen-Hsiang Yu

We introduce CARES, a 18K-prompt benchmark for evaluating medical safety of LLMs under adversarial conditions, with graded harms, jailbreaks, and a fine-grained response metric.

Poster Session 2

1 paper

Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

ThinkBench: Dynamic Out-of-Distribution Evaluation for Robust LLM Reasoning

#109 · Shulin Huang, Linyi Yang, Yan Song, Shuang Chen, Leyang Cui, Ziyu Wan, Qingcheng Zeng, Ying Wen, Kun Shao, Weinan Zhang, Jun Wang, Yue Zhang