语言大模型 / LLM

Unleashing the Potential of Large Language Models for Text-to-Image Generation through Autoregressive Representation Alignment

Xing Xie, Jiawei Liu, Ziyue Lin, Huijie Fan, Zhi Han, Yandong Tang, Liangqiong Qu

专题命中 知识编辑与模型理解 ：large language model(title)；language model(title)；LLM(abstract)

Comments Accepted by AAAI 2026 Oral

Interpretable LLM Guardrails via Sparse Representation Steering

Zeqing He, Zhibo Wang, Huiyu Xu, Hejun Lin, Wenhui Zhang, Zhixuan Chu

机构 * The State Key Laboratory of Blockchain and Data Security, Zhejiang University, China（区块链与数据安全国家重点实验室，浙江大学，中国） ； School of Cyber Science and Technology, Zhejiang University, China（网络安全与技术学院，浙江大学，中国） ； College of Computer and Information Sciences, Fujian Agriculture and Forestry University, China（计算机与信息科学学院，福建农林大学，中国） 纠错

专题命中 知识编辑与模型理解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

The Map of Misbelief: Tracing Intrinsic and Extrinsic Hallucinations Through Attention Patterns

Elyes Hajji, Aymen Bouguerra, Fabio Arnez

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted at AAAI 2025-FS-ATRACC

Multi-agent Undercover Gaming: Hallucination Removal via Counterfactual Test for Multimodal Reasoning

Dayong Liang, Xiao-Yong Wei, Changmeng Zheng

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted by AAAI 2026

ICX360: In-Context eXplainability 360 Toolkit

Dennis Wei, Ronny Luss, Xiaomeng Hu, Lucas Monteiro Paes, Pin-Yu Chen, Karthikeyan Natesan Ramamurthy, Erik Miehling, Inge Vejsbjerg, Hendrik Strobelt

机构 * IBM Research（IBM研究院） 纠错

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments 14 pages, 4 figures

Transformers know more than they can tell -- Learning the Collatz sequence

François Charton, Ashvni Narayanan

机构 * Axiom Math CERMICS, Ecole Nationale des Ponts et Chaussées（Axiom数学 CERMICS，国立桥梁与道路学院） ； Sydney Mathematical Research Institute, University of Sydney（悉尼数学研究所，悉尼大学） 纠错

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)；分类 cs.LG

DocLens : A Tool-Augmented Multi-Agent Framework for Long Visual Document Understanding

Dawei Zhu, Rui Meng, Jiefeng Chen, Sujian Li, Tomas Pfister, Jinsung Yoon

机构 * Google Cloud AI Research（谷歌云人工智能研究） ； School of Computer Science, Peking University（北京大学计算机学院） 纠错

专题命中 知识编辑与模型理解 ：language model(abstract)；分类 cs.CL

Discovering Meaningful Units with Visually Grounded Semantics from Image Captions

Melika Behjati, James Henderson

机构 * Idiap Research Institute（日内瓦研究所） 纠错

专题命中 知识编辑与模型理解 ：language model(abstract)；分类 cs.CL

LANE: Lexical Adversarial Negative Examples for Word Sense Disambiguation

Jader Martins Camboim de Sá, Jooyoung Lee, Cédric Pruski, Marcos Da Silveira

机构 * FSTM - University of Luxembourg（卢森堡大学FSTM分校） ； Luxembourg Institute of Science and Technology（卢森堡科学与技术研究所） ； Brown University（布朗大学） 纠错

专题命中 知识编辑与模型理解 ：language model(abstract)；分类 cs.CL

PROMISE: Prompt-Attentive Hierarchical Contrastive Learning for Robust Cross-Modal Representation with Missing Modalities

Jiajun Chen, Sai Cheng, Yutao Yuan, Yirui Zhang, Haitao Yuan, Peng Peng, Yi Zhong

专题命中 知识编辑与模型理解 ：prompting(abstract)；分类 cs.LG

Comments Accepted by AAAI'2026 Main Conference

Revealing Adversarial Smart Contracts through Semantic Interpretation and Uncertainty Estimation

Yating Liu, Xing Su, Hao Wu, Sijin Li, Yuxi Cheng, Fengyuan Xu, Sheng Zhong

专题命中 知识编辑与模型理解 ：LLM(abstract)