Verb-ICL: Rethinking In-Context Learning for Structured Prediction Fan Bai, Hengshuo Miao, Sanjit Singh Batra, Hamid Hassanzadeh, Ardavan Saeedi, Mark Dredze COLM 2026
[paper]
[code]
Reading, Not Thinking: Understanding and Bridging the Modality Gap When Text Becomes Pixels in Multimodal LLMs Kaser Sun, Xiaochuang Yuan, Hongjun Liu, Chen Zhao, Cheng Zhang, Mark Dredze, Fan Bai NeurIPS 2026
[paper]
FIRE-Bench: Evaluating Agents on the Rediscovery of Scientific Insights Zhen Wang, Fan Bai, Zhongyan Luo, Jinyan Su, Kaser Sun, Xinle Yu, Jieyuan Liu, Kun Zhou, Claire Cardie, Mark Dredze, Eric P. Xing, Zhiting Hu ICML 2026
[blog]
[paper]
[code]
Task Matters: Knowledge Requirements Shape LLM Responses to Context-Memory Conflict Kaser Sun, Fan Bai, Mark Dredze ACL 2026 Findings
[paper]
LLMs are Better Than You Think: Label-Guided In-Context Learning for Named Entity Recognition Fan Bai, Hamid Hassanzadeh, Ardavan Saeedi, Mark Dredze EMNLP 2025
[paper]
[code]