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cs.CL2026
Sanzaru: Benchmarking Protocol Formation under Epistemic & Communication Asymmetry
Yiping Li, Zhiyu An, Wan Du
A language model's ability to solve a task individually does not ensure that a team can solve it under unequal access to information and communication. SANZARU examines this gap th…
cs.CL2026
Neither True nor False: Do LLMs Represent Truth-Value Gaps in Plural Predication?
Duaa Nakshbandi, Zhiyu An, Yiping Li +2
Large Language Models (LLMs) are increasingly being used to summarize and verify claims in critical sources that inform consequential decisions. Such claims are full of plural defi…
cs.CL2026
From Memorization to Absorption: Mixed-Policy RL for Continual Knowledge Injection
Zhibo Hou, Fan Zhao, Zhiyu An +1
Continual knowledge injection is essential for keeping large language models up-to-date in a fast-evolving world. Existing methods rely on supervised fine-tuning (SFT), which memor…