语言大模型 / LLM - arXivDaily 专题

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

2312.11890 2023-12-20 cs.CL cs.SI 89%

Difficulty-Focused Contrastive Learning for Knowledge Tracing with a Large Language Model-Based Difficulty Prediction

Unggi Lee, Sungjun Yoon, Joon Seo Yun, Kyoungsoo Park, YoungHoon Jung, Damji Stratton, Hyeoncheol Kim

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 10 pages, 4 figures, 2 tables

2311.15180 2023-11-28 q-fin.TR cs.CL 89%

Benchmarking Large Language Model Volatility

Boyang Yu

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 7 pages, 2 figures, Workshop on AI Safety and Robustness In Finance, ICAIF 2023

2310.09820 2023-10-17 cs.CL 89%

Assessing the Reliability of Large Language Model Knowledge

Weixuan Wang, Barry Haddow, Alexandra Birch, Wei Peng

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

2303.08896 2023-10-12 cs.CL 89%

SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models

Potsawee Manakul, Adian Liusie, Mark J. F. Gales

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 EMNLP 2023 (main conference)

2310.06680 2023-10-11 cs.SE cs.AI 89%

Benchmarking and Explaining Large Language Model-based Code Generation: A Causality-Centric Approach

Zhenlan Ji, Pingchuan Ma, Zongjie Li, Shuai 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.AI

2309.02654 2023-10-10 cs.CL 89%

Zero-Resource Hallucination Prevention for Large Language Models

Junyu Luo, Cao Xiao, Fenglong Ma

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

1. 知识编辑与模型理解 7505 篇

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

Difficulty-Focused Contrastive Learning for Knowledge Tracing with a Large Language Model-Based Difficulty Prediction

Benchmarking Large Language Model Volatility

Assessing the Reliability of Large Language Model Knowledge

SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models

Benchmarking and Explaining Large Language Model-based Code Generation: A Causality-Centric Approach

Zero-Resource Hallucination Prevention for Large Language Models