2 papers
cs.CY2026
AI-Native Academia Should Build a Community Verification Layer
Haotian Zong, Luhao Zhang
This paper argues that AI-native academia should build a Community Verification Layer: interoperable, policy-governed infrastructure that converts researchers' routine reading and…
cs.CL2026
I-CALM: Incentivizing Confidence-Aware Abstention for LLM Selective Answering
Haotian Zong, Binze Li, Yufei Long +3
Large language models (LLMs) often produce confident but incorrect answers, in part because standard evaluation incentives reward guessing over expressing uncertainty. We study epi…