语言大模型 / LLM - arXivDaily 专题

2406.03827 2024-08-27 cs.CL 89%

Chaos with Keywords: Exposing Large Language Models Sycophantic Hallucination to Misleading Keywords and Evaluating Defense Strategies

Aswin RRV, Nemika Tyagi, Md Nayem Uddin, Neeraj Varshney, Chitta Baral

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

Comments Findings of ACL 2024

2407.11282 2024-07-22 cs.CL 89%

Uncertainty is Fragile: Manipulating Uncertainty in Large Language Models

Qingcheng Zeng, Mingyu Jin, Qinkai Yu, Zhenting Wang, Wenyue Hua, Zihao Zhou, Guangyan Sun, Yanda Meng, Shiqing Ma, Qifan Wang, Felix Juefei-Xu, Kaize Ding, Fan Yang, Ruixiang Tang, Yongfeng Zhang

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

2404.02649 2024-07-16 cs.LG 89%

On the Importance of Uncertainty in Decision-Making with Large Language Models

Nicolò Felicioni, Lucas Maystre, Sina Ghiassian, Kamil Ciosek

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

Comments Published in TMLR (07/2024). 12 pages of main content, 25 pages with references and appendix

2407.05611 2024-07-09 cs.AI 89%

GenFollower: Enhancing Car-Following Prediction with Large Language Models

Xianda Chen, Mingxing Peng, PakHin Tiu, Yuanfei Wu, Junjie Chen, Meixin Zhu, Xinhu Zheng

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

2406.20030 2024-07-01 cs.CL 89%

LEMoE: Advanced Mixture of Experts Adaptor for Lifelong Model Editing of Large Language Models

Renzhi Wang, Piji Li

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

2405.13816 2024-06-19 cs.CL 89%

Getting More from Less: Large Language Models are Good Spontaneous Multilingual Learners

Shimao Zhang, Changjiang Gao, Wenhao Zhu, Jiajun Chen, Xin Huang, Xue Han, Junlan Feng, Chao Deng, Shujian Huang

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

2402.09334 2024-06-19 cs.AI 89%

AuditLLM: A Tool for Auditing Large Language Models Using Multiprobe Approach

Maryam Amirizaniani, Elias Martin, Tanya Roosta, Aman Chadha, Chirag Shah

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

2406.11277 2024-06-18 cs.CL 89%

Small Agent Can Also Rock! Empowering Small Language Models as Hallucination Detector

Xiaoxue Cheng, Junyi Li, Wayne Xin Zhao, Hongzhi Zhang, Fuzheng Zhang, Di Zhang, Kun Gai, Ji-Rong Wen

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

2406.11036 2024-06-18 cs.CL cs.CR 89%

garak: A Framework for Security Probing Large Language Models

Leon Derczynski, Erick Galinkin, Jeffrey Martin, Subho Majumdar, Nanna Inie

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

Comments https://garak.ai

2311.08718 2024-06-12 cs.CL 89%

Decomposing Uncertainty for Large Language Models through Input Clarification Ensembling

Bairu Hou, Yujian Liu, Kaizhi Qian, Jacob Andreas, Shiyu Chang, Yang Zhang

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

Comments ICML 2024, 19 pages, 4 figures

2311.09677 2024-06-10 cs.CL 89%

R-Tuning: Instructing Large Language Models to Say `I Don't Know'

Hanning Zhang, Shizhe Diao, Yong Lin, Yi R. Fung, Qing Lian, Xingyao Wang, Yangyi Chen, Heng Ji, Tong Zhang

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

Comments NAACL 2024

2402.11900 2024-06-04 cs.CL 89%

Investigating Multi-Hop Factual Shortcuts in Knowledge Editing of Large Language Models

Tianjie Ju, Yijin Chen, Xinwei Yuan, Zhuosheng Zhang, Wei Du, Yubin Zheng, Gongshen Liu

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

Comments Accepted at ACL 2024 (Long Paper. Main Conference)

2405.00623 2024-05-16 cs.HC cs.AI 89%

"I'm Not Sure, But...": Examining the Impact of Large Language Models' Uncertainty Expression on User Reliance and Trust

Sunnie S. Y. Kim, Q. Vera Liao, Mihaela Vorvoreanu, Stephanie Ballard, Jennifer Wortman Vaughan

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

Comments Accepted to FAccT 2024. This version includes the appendix

2405.00611 2024-05-02 cs.CL 89%

Addressing Topic Granularity and Hallucination in Large Language Models for Topic Modelling

Yida Mu, Peizhen Bai, Kalina Bontcheva, Xingyi Song

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

2404.10317 2024-04-24 cs.AI 89%

LLMs4OM: Matching Ontologies with Large Language Models

Hamed Babaei Giglou, Jennifer D'Souza, Felix Engel, Sören Auer

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

Comments 8 pages, 1 figure, accepted to ESWC 2024 Special Track on LLMs for Knowledge Engineering (https://2024.eswc-conferences.org/call-for-papers-llms/)

2404.13660 2024-04-23 cs.CL 89%

Trojan Detection in Large Language Models: Insights from The Trojan Detection Challenge

Narek Maloyan, Ekansh Verma, Bulat Nutfullin, Bislan Ashinov

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

2402.10688 2024-04-17 cs.CL 89%

Towards Uncovering How Large Language Model Works: An Explainability Perspective

Haiyan Zhao, Fan Yang, Bo Shen, Himabindu Lakkaraju, Mengnan Du

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

Comments 8 pages, 2 figures

2310.05216 2024-04-16 cs.CL 89%

Probing Large Language Models from A Human Behavioral Perspective

Xintong Wang, Xiaoyu Li, Xingshan Li, Chris Biemann

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

Comments Accepted by LREC-COLING NeusymBridge 2024

2310.09690 2024-04-03 cs.SE cs.AI cs.OS 89%

Configuration Validation with Large Language Models

Xinyu Lian, Yinfang Chen, Runxiang Cheng, Jie Huang, Parth Thakkar, Minjia Zhang, Tianyin Xu

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

2403.13355 2024-03-21 cs.CR cs.AI 89%

BadEdit: Backdooring large language models by model editing

Yanzhou Li, Tianlin Li, Kangjie Chen, Jian Zhang, Shangqing Liu, Wenhan Wang, Tianwei Zhang, Yang Liu

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

Comments ICLR 2024

2310.15638 2024-03-18 cs.CL 89%

CoAnnotating: Uncertainty-Guided Work Allocation between Human and Large Language Models for Data Annotation

Minzhi Li, Taiwei Shi, Caleb Ziems, Min-Yen Kan, Nancy F. Chen, Zhengyuan Liu, Diyi Yang

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

2402.18048 2024-02-29 cs.CL 89%

Characterizing Truthfulness in Large Language Model Generations with Local Intrinsic Dimension

Fan Yin, Jayanth Srinivasa, Kai-Wei Chang

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

Comments preprint, 9 pages, 5 figures

2402.17982 2024-02-29 cs.CL 89%

Collaborative decoding of critical tokens for boosting factuality of large language models

Lifeng Jin, Baolin Peng, Linfeng Song, Haitao Mi, Ye Tian, Dong Yu

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

Comments work in progress

2402.14690 2024-02-23 cs.CL 89%

UFO: a Unified and Flexible Framework for Evaluating Factuality of Large Language Models

Zhaoheng Huang, Zhicheng Dou, Yutao Zhu, Ji-rong Wen

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

Comments under review

2310.00313 2024-02-23 cs.CL 89%

Decoding In-Context Learning: Neuroscience-inspired Analysis of Representations in Large Language Models

Safoora Yousefi, Leo Betthauser, Hosein Hasanbeig, Raphaël Millière, Ida Momennejad

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

2402.13593 2024-02-22 cs.CL 89%

Knowledge Graph Enhanced Large Language Model Editing

Mengqi Zhang, Xiaotian Ye, Qiang Liu, Pengjie Ren, Shu Wu, Zhumin Chen

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

2401.05861 2024-02-08 cs.CL 89%

Towards Boosting Many-to-Many Multilingual Machine Translation with Large Language Models

Pengzhi Gao, Zhongjun He, Hua Wu, Haifeng Wang

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

2401.03205 2024-01-09 cs.CL 89%

The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models

Junyi Li, Jie Chen, Ruiyang Ren, Xiaoxue Cheng, Wayne Xin Zhao, Jian-Yun Nie, Ji-Rong Wen

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

Comments 24 pages, 8 figures, 13 tables

2312.15922 2023-12-27 cs.CL 89%

Towards Probing Contact Center Large Language Models

Varun Nathan, Ayush Kumar, Digvijay Ingle, Jithendra Vepa

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

2309.04031 2023-12-27 cs.CL cs.SD eess.AS 89%

Multiple Representation Transfer from Large Language Models to End-to-End ASR Systems

Takuma Udagawa, Masayuki Suzuki, Gakuto Kurata, Masayasu Muraoka, George Saon

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

Comments Accepted to ICASSP 2024

1. 知识编辑与模型理解 7565 篇

Chaos with Keywords: Exposing Large Language Models Sycophantic Hallucination to Misleading Keywords and Evaluating Defense Strategies

Uncertainty is Fragile: Manipulating Uncertainty in Large Language Models

On the Importance of Uncertainty in Decision-Making with Large Language Models

GenFollower: Enhancing Car-Following Prediction with Large Language Models

LEMoE: Advanced Mixture of Experts Adaptor for Lifelong Model Editing of Large Language Models

Getting More from Less: Large Language Models are Good Spontaneous Multilingual Learners

AuditLLM: A Tool for Auditing Large Language Models Using Multiprobe Approach

Small Agent Can Also Rock! Empowering Small Language Models as Hallucination Detector

garak: A Framework for Security Probing Large Language Models

Decomposing Uncertainty for Large Language Models through Input Clarification Ensembling

R-Tuning: Instructing Large Language Models to Say `I Don't Know'

Investigating Multi-Hop Factual Shortcuts in Knowledge Editing of Large Language Models

"I'm Not Sure, But...": Examining the Impact of Large Language Models' Uncertainty Expression on User Reliance and Trust

Addressing Topic Granularity and Hallucination in Large Language Models for Topic Modelling

LLMs4OM: Matching Ontologies with Large Language Models

Trojan Detection in Large Language Models: Insights from The Trojan Detection Challenge

Towards Uncovering How Large Language Model Works: An Explainability Perspective

Probing Large Language Models from A Human Behavioral Perspective

Configuration Validation with Large Language Models

BadEdit: Backdooring large language models by model editing

CoAnnotating: Uncertainty-Guided Work Allocation between Human and Large Language Models for Data Annotation

Characterizing Truthfulness in Large Language Model Generations with Local Intrinsic Dimension

Collaborative decoding of critical tokens for boosting factuality of large language models

UFO: a Unified and Flexible Framework for Evaluating Factuality of Large Language Models

Decoding In-Context Learning: Neuroscience-inspired Analysis of Representations in Large Language Models

Knowledge Graph Enhanced Large Language Model Editing

Towards Boosting Many-to-Many Multilingual Machine Translation with Large Language Models

The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models

Towards Probing Contact Center Large Language Models

Multiple Representation Transfer from Large Language Models to End-to-End ASR Systems