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2026 顶会论文

作者位次 #8/8NeurIPS 2026Poster

The Commit-Abstain Circuit: Why Language Models Hallucinate Instead of Abstaining

Gavin Vy Nguyen · Ziqi Xu · Jeffrey Chan · Estrid He · Feng Xia · Renqiang Luo · Erik Cambria · Xiuzhen Zhang

安全可解释性OpenReview

作者位次 #9/10SIGIR 2026Oral· Information Retrieval (TOIS)

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning

Shuo Yu · Yingbo Wang · Ruolin Li · Guchun Liu · Yanming Shen · Shaoxiong Ji · Bowen Li · Fengling Han · Xiuzhen Zhang · Feng Xia

摘要

Graphs are prevalent in numerous real-world applications. Previous methods directly model graph structures and achieve significant success. However, these methods encounter bottlenecks due to the inherent irregularity of graphs. An innovative solution is converting graphs into textual representat...

检索与知识可解释性评测与基准OpenReview

作者位次 #6/6AAAI 2026Poster· Artificial Intelligence

Hallucinate Less by Thinking More: Aspect-Based Causal Abstention for Large Language Models

Vy Nguyen · Ziqi Xu · Jeffrey Chan · Estrid He · Feng Xia · Xiuzhen Zhang

安全OpenReview

作者位次 #2/4AAAI 2026Poster· Artificial Intelligence

ARQUSUMM: Argument-aware Quantitative Summarization of Online Conversations

An Quang Tang · Xiuzhen Zhang · Minh Ngoc Dinh · Zhuang Li

OpenReview

Xiuzhen Zhang

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2026 顶会论文

The Commit-Abstain Circuit: Why Language Models Hallucinate Instead of Abstaining

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning

Hallucinate Less by Thinking More: Aspect-Based Causal Abstention for Large Language Models

ARQUSUMM: Argument-aware Quantitative Summarization of Online Conversations

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