语言大模型 / LLM - arXivDaily 专题

2506.07184 2025-06-10 cs.AI cs.CL cs.CV 88%

Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images

Liangliang You, Junchi Yao, Shu Yang, Guimin Hu, Lijie Hu, Di Wang

机构 * Provable Responsible AI and Data Analytics (PRADA) Lab（可证明负责任的人工智能与数据分析实验室）； King Abdullah University of Science and Technology（国王阿卜杜勒阿齐兹大学）； University of Electronic Science and Technology of China（中国电子科学技术大学）； University of Copenhagen（哥本哈根大学）

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

2506.05393 2025-06-09 cs.CL cs.LG 88%

Are Large Language Models Good Temporal Graph Learners?

Shenyang Huang, Ali Parviz, Emma Kondrup, Zachary Yang, Zifeng Ding, Michael Bronstein, Reihaneh Rabbany, Guillaume Rabusseau

机构 * Mila - Quebec AI Institute（魁北克AI研究所）； School of Computer Science, McGill University（麦吉尔大学计算机科学学院）； University of Cambridge（剑桥大学）； DIRO, Université de Montréal（蒙特利尔大学DIRO研究所）； CIFAR AI Chair（CIFAR人工智能主席）； New Jersey Institute of Technology（新泽西理工学院）； University of Oxford（牛津大学）； AITHYRA

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

Comments 9 pages, 9 tables, 4 figures

2506.00382 2025-06-06 cs.LG cs.CL 88%

Spectral Insights into Data-Oblivious Critical Layers in Large Language Models

Xuyuan Liu, Lei Hsiung, Yaoqing Yang, Yujun Yan

机构 * Dartmouth College（达特茅斯学院）

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

Comments Accepted by Findings of ACL2025

2505.19631 2025-05-27 cs.CL cs.AI 88%

Segment First or Comprehend First? Explore the Limit of Unsupervised Word Segmentation with Large Language Models

Zihong Zhang, Liqi He, Zuchao Li, Lefei Zhang, Hai Zhao, Bo Du

机构 * School of Artificial Intelligence, Wuhan University（武汉大学人工智能学院）； School of Computer Science, Wuhan University（武汉大学计算机学院）； School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机学院）

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

2505.19440 2025-05-27 cs.CL cs.LG 88%

The Birth of Knowledge: Emergent Features across Time, Space, and Scale in Large Language Models

Shashata Sawmya, Micah Adler, Nir Shavit

机构 * Massachusetts Institute of Technology（麻省理工学院）； Red Hat, Inc.（红帽公司）

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

2409.19663 2025-05-27 cs.CL cs.AI 88%

Identifying Knowledge Editing Types in Large Language Models

Xiaopeng Li, Shasha Li, Shangwen Wang, Shezheng Song, Bin Ji, Huijun Liu, Jun Ma, Jie Yu

机构 * National University of Denfense Technology（国防科技大学）

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

Comments Accepted by KDD 2025

2505.18235 2025-05-27 cs.LG cs.AI 88%

The Origins of Representation Manifolds in Large Language Models

Alexander Modell, Patrick Rubin-Delanchy, Nick Whiteley

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

Comments 16 pages, 4 figures

2505.17705 2025-05-26 cs.AI cs.LG 88%

CIKT: A Collaborative and Iterative Knowledge Tracing Framework with Large Language Models

Runze Li, Siyu Wu, Jun Wang, Wei Zhang

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

2503.12908 2025-05-26 cs.CL cs.AI 88%

HICD: Hallucination-Inducing via Attention Dispersion for Contrastive Decoding to Mitigate Hallucinations in Large Language Models

Xinyan Jiang, Hang Ye, Yongxin Zhu, Xiaoying Zheng, Zikang Chen, Jun Gong

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

Comments Accepted by ACL2025 findings

2505.02737 2025-05-07 cs.LG cs.AI cs.DB 88%

Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation

Gerard Pons, Besim Bilalli, Anna Queralt

机构 * Universitat Politècnica de Catalunya, UPC-BarcelonaTech（政治与技术大学、巴塞罗那技术大学）

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

Comments Pre-print submitted to ISWC 2024

Journal ref Proc. 23rd Int. Semantic Web Conf. (ISWC 2024), LNCS, Springer, 2024

2504.18572 2025-04-29 cs.AI cs.CL 88%

BELL: Benchmarking the Explainability of Large Language Models

Syed Quiser Ahmed, Bharathi Vokkaliga Ganesh, Jagadish Babu P, Karthick Selvaraj, ReddySiva Naga Parvathi Devi, Sravya Kappala

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

2407.10989 2025-04-15 cs.CL cs.AI cs.HC 88%

Can Large Language Models Detect Verbal Indicators of Romantic Attraction?

Sandra C. Matz, Heinrich Peters, Moran Cerf, Eric Grunenberg, Paul W. Eastwick, Mitja D. Back, Eli J. Finkel

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

2504.05325 2025-04-09 cs.CL cs.AI cs.CY cs.HC cs.IR 88%

Unequal Opportunities: Examining the Bias in Geographical Recommendations by Large Language Models

Shiran Dudy, Thulasi Tholeti, Resmi Ramachandranpillai, Muhammad Ali, Toby Jia-Jun Li, Ricardo Baeza-Yates

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

2501.01059 2025-02-26 cs.CL cs.LG 88%

Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models

Yanwen Huang, Yong Zhang, Ning Cheng, Zhitao Li, Shaojun Wang, Jing Xiao

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

2407.06426 2025-02-25 cs.CL cs.AI cs.MA 88%

DebUnc: Improving Large Language Model Agent Communication With Uncertainty Metrics

Luke Yoffe, Alfonso Amayuelas, William Yang Wang

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

2502.07184 2025-02-12 cs.CL cs.AI 88%

Refine Knowledge of Large Language Models via Adaptive Contrastive Learning

Yinghui Li, Haojing Huang, Jiayi Kuang, Yangning Li, Shu-Yu Guo, Chao Qu, Xiaoyu Tan, Hai-Tao Zheng, Ying Shen, Philip S. Yu

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

Comments Accepted to ICLR 2025

2502.03199 2025-02-06 cs.CL cs.AI 88%

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models

Jialiang Wu, Yi Shen, Sijia Liu, Yi Tang, Sen Song, Xiaoyi Wang, Longjun Cai

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

Comments NAACL 2025 Findings

2409.10044 2024-12-30 cs.LG cs.CL 88%

Benchmarking Large Language Model Uncertainty for Prompt Optimization

Pei-Fu Guo, Yun-Da Tsai, Shou-De Lin

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

2412.05939 2024-12-10 cs.CV cs.CL cs.LG 88%

Exploring Multi-Grained Concept Annotations for Multimodal Large Language Models

Xiao Xu, Tianhao Niu, Yuxi Xie, Libo Qin, Wanxiang Che, Min-Yen Kan

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

Comments A manuscript that should have been Arxived in May :)

2406.12058 2024-12-05 cs.AI cs.CL 88%

WellDunn: On the Robustness and Explainability of Language Models and Large Language Models in Identifying Wellness Dimensions

Seyedali Mohammadi, Edward Raff, Jinendra Malekar, Vedant Palit, Francis Ferraro, Manas Gaur

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

Comments Accepted in BlackboxNLP @ EMNLP 2024

Journal ref Proceedings of the 7th BlackboxNLP Workshop: Analyzing and Interpreting Neural Networks for NLP, pages 364-388, November 2024, Miami, Florida, US. Association for Computational Linguistics

2411.15215 2024-11-26 cs.LG cs.AI q-bio.BM 88%

S$^2$ALM: Sequence-Structure Pre-trained Large Language Model for Comprehensive Antibody Representation Learning

Mingze Yin, Hanjing Zhou, Jialu Wu, Yiheng Zhu, Yuxuan Zhan, Zitai Kong, Hongxia Xu, Chang-Yu Hsieh, Jintai Chen, Tingjun Hou, Jian Wu

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

2402.17304 2024-11-22 cs.CL cs.AI 88%

Probing Multimodal Large Language Models for Global and Local Semantic Representations

Mingxu Tao, Quzhe Huang, Kun Xu, Liwei Chen, Yansong Feng, Dongyan Zhao

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

Comments Accepted by LREC-COLING 2024 as a short paper. ACL Anthology URL: [https://aclanthology.org/2024.lrec-main.1142/]

2410.09637 2024-11-19 cs.LG cs.AI 88%

ReLU's Revival: On the Entropic Overload in Normalization-Free Large Language Models

Nandan Kumar Jha, Brandon Reagen

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

Comments Accepted to NeurIPS 2024 Workshop on Attributing Model Behavior at Scale (Camera-ready version)

2405.13845 2024-11-04 cs.CL cs.AI 88%

Semantic Density: Uncertainty Quantification for Large Language Models through Confidence Measurement in Semantic Space

Xin Qiu, Risto Miikkulainen

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

Comments Accepted to Neurips 2024

2403.20009 2024-10-29 cs.CL cs.LG 88%

On Large Language Models' Hallucination with Regard to Known Facts

Che Jiang, Biqing Qi, Xiangyu Hong, Dayuan Fu, Yang Cheng, Fandong Meng, Mo Yu, Bowen Zhou, Jie Zhou

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

Comments Accepted by NAACL 2024 MainConference

2410.14273 2024-10-21 cs.CL cs.AI cs.CR 88%

REEF: Representation Encoding Fingerprints for Large Language Models

Jie Zhang, Dongrui Liu, Chen Qian, Linfeng Zhang, Yong Liu, Yu Qiao, Jing Shao

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

2410.03772 2024-10-14 cs.CL cs.AI 88%

Precision Knowledge Editing: Enhancing Safety in Large Language Models

Xuying Li, Zhuo Li, Yuji Kosuga, Yasuhiro Yoshida, Victor Bian

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

2409.10132 2024-09-17 cs.CL cs.AI 88%

StruEdit: Structured Outputs Enable the Fast and Accurate Knowledge Editing for Large Language Models

Baolong Bi, Shenghua Liu, Yiwei Wang, Lingrui Mei, Hongcheng Gao, Junfeng Fang, Xueqi Cheng

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

2409.03021 2024-09-06 cs.CL cs.LG 88%

CLUE: Concept-Level Uncertainty Estimation for Large Language Models

Yu-Hsiang Wang, Andrew Bai, Che-Ping Tsai, Cho-Jui Hsieh

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

2408.14387 2024-08-27 cs.LG cs.AI 88%

Reprogramming Foundational Large Language Models(LLMs) for Enterprise Adoption for Spatio-Temporal Forecasting Applications: Unveiling a New Era in Copilot-Guided Cross-Modal Time Series Representation Learning

Sakhinana Sagar Srinivas, Chidaksh Ravuru, Geethan Sannidhi, Venkataramana Runkana

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

Comments Paper published at the Deployable AI (DAI) workshop at AAAI-2024

1. 知识编辑与模型理解 7565 篇

Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images

Are Large Language Models Good Temporal Graph Learners?

Spectral Insights into Data-Oblivious Critical Layers in Large Language Models

Segment First or Comprehend First? Explore the Limit of Unsupervised Word Segmentation with Large Language Models

The Birth of Knowledge: Emergent Features across Time, Space, and Scale in Large Language Models

Identifying Knowledge Editing Types in Large Language Models

The Origins of Representation Manifolds in Large Language Models

CIKT: A Collaborative and Iterative Knowledge Tracing Framework with Large Language Models

HICD: Hallucination-Inducing via Attention Dispersion for Contrastive Decoding to Mitigate Hallucinations in Large Language Models

Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation

BELL: Benchmarking the Explainability of Large Language Models

Can Large Language Models Detect Verbal Indicators of Romantic Attraction?

Unequal Opportunities: Examining the Bias in Geographical Recommendations by Large Language Models

Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models

DebUnc: Improving Large Language Model Agent Communication With Uncertainty Metrics

Refine Knowledge of Large Language Models via Adaptive Contrastive Learning

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models

Benchmarking Large Language Model Uncertainty for Prompt Optimization

Exploring Multi-Grained Concept Annotations for Multimodal Large Language Models

WellDunn: On the Robustness and Explainability of Language Models and Large Language Models in Identifying Wellness Dimensions

S$^2$ALM: Sequence-Structure Pre-trained Large Language Model for Comprehensive Antibody Representation Learning

Probing Multimodal Large Language Models for Global and Local Semantic Representations

ReLU's Revival: On the Entropic Overload in Normalization-Free Large Language Models

Semantic Density: Uncertainty Quantification for Large Language Models through Confidence Measurement in Semantic Space

On Large Language Models' Hallucination with Regard to Known Facts

REEF: Representation Encoding Fingerprints for Large Language Models

Precision Knowledge Editing: Enhancing Safety in Large Language Models

StruEdit: Structured Outputs Enable the Fast and Accurate Knowledge Editing for Large Language Models

CLUE: Concept-Level Uncertainty Estimation for Large Language Models

Reprogramming Foundational Large Language Models(LLMs) for Enterprise Adoption for Spatio-Temporal Forecasting Applications: Unveiling a New Era in Copilot-Guided Cross-Modal Time Series Representation Learning