语言大模型 / LLM - arXivDaily 专题

2310.16045 2024-12-12 cs.CV cs.AI cs.CL cs.LG 89%

Woodpecker: Hallucination Correction for Multimodal Large Language Models

Shukang Yin, Chaoyou Fu, Sirui Zhao, Tong Xu, Hao Wang, Dianbo Sui, Yunhang Shen, Ke Li, Xing Sun, Enhong Chen

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、cs.LG

Comments Accepted by Science China Information Sciences (SCIS)

Journal ref SCIENCE CHINA Information Sciences, 2024

2406.11831 2024-12-06 cs.CV 89%

Exploring the Role of Large Language Models in Prompt Encoding for Diffusion Models

Bingqi Ma, Zhuofan Zong, Guanglu Song, Hongsheng Li, Yu 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)

Comments NeurIPS 2024

2407.00499 2024-11-19 cs.CL cs.AI cs.LG 89%

ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees

Zhiyuan Wang, Jinhao Duan, Lu Cheng, Yue Zhang, Qingni Wang, Xiaoshuang Shi, Kaidi Xu, Hengtao Shen, Xiaofeng Zhu

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、cs.LG

Comments Accepted by EMNLP 2024 Findings

2404.13752 2024-11-04 cs.LG cs.AI cs.CL cs.CR math.OC 89%

Adversarial Representation Engineering: A General Model Editing Framework for Large Language Models

Yihao Zhang, Zeming Wei, Jun Sun, Meng Sun

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、cs.LG

Comments Accepted by NeurIPS 2024

2410.22685 2024-10-31 cs.LG cs.AI cs.CL 89%

Improving Uncertainty Quantification in Large Language Models via Semantic Embeddings

Yashvir S. Grewal, Edwin V. Bonilla, Thang D. Bui

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、cs.LG

2407.11215 2024-10-17 cs.LG cs.AI cs.CE cs.CL cs.NA math.NA 89%

Mechanistic interpretability of large language models with applications to the financial services industry

Ashkan Golgoon, Khashayar Filom, Arjun Ravi Kannan

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、cs.LG

Journal ref 5th ACM International Conference on AI in Finance (ICAIF 2024)

2406.09289 2024-10-08 cs.CL cs.AI cs.LG 89%

Understanding Jailbreak Success: A Study of Latent Space Dynamics in Large Language Models

Sarah Ball, Frauke Kreuter, Nina Panickssery

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、cs.LG

Comments 37 pages, added analyses for 3 more models

2405.00648 2024-09-04 cs.SE 89%

Drowzee: Metamorphic Testing for Fact-Conflicting Hallucination Detection in Large Language Models

Ningke Li, Yuekang Li, Yi Liu, Ling Shi, Kailong Wang, Haoyu 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)

Comments 29 pages, 11 figures, 4 tables, to appear in OOPSLA'24 (Vol.8, No.OOPSLA2, Article 336)

2408.03603 2024-08-08 cs.CR cs.AI cs.CL cs.LG 89%

EnJa: Ensemble Jailbreak on Large Language Models

Jiahao Zhang, Zilong Wang, Ruofan Wang, Xingjun Ma, Yu-Gang Jiang

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、cs.LG

2308.07269 2024-06-25 cs.CL cs.AI cs.CV cs.IR cs.LG 89%

EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models

Peng Wang, Ningyu Zhang, Bozhong Tian, Zekun Xi, Yunzhi Yao, Ziwen Xu, Mengru Wang, Shengyu Mao, Xiaohan Wang, Siyuan Cheng, Kangwei Liu, Yuansheng Ni, Guozhou Zheng, Huajun Chen

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、cs.LG

Comments ACL 2024 System Demonstrations; Code: https://github.com/zjunlp/EasyEdit HF Demo: https://huggingface.co/spaces/zjunlp/EasyEdit Video: https://youtu.be/Gm6T0QaaskU Docs: https://zjunlp.gitbook.io/easyedit

2406.13929 2024-06-21 cs.CL cs.AI cs.LG 89%

Large Language Models are Skeptics: False Negative Problem of Input-conflicting Hallucination

Jongyoon Song, Sangwon Yu, Sungroh Yoon

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、cs.LG

Comments 12 pages, 9 figures

2402.03190 2024-05-28 cs.CL cs.AI cs.IR cs.LG cs.MM 89%

Unified Hallucination Detection for Multimodal Large Language Models

Xiang Chen, Chenxi Wang, Yida Xue, Ningyu Zhang, Xiaoyan Yang, Qiang Li, Yue Shen, Lei Liang, Jinjie Gu, Huajun Chen

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、cs.LG

Comments Accepted by ACL 2024 (main conference)

2403.06710 2024-05-22 cs.HC 89%

HILL: A Hallucination Identifier for Large Language Models

Florian Leiser, Sven Eckhardt, Valentin Leuthe, Merlin Knaeble, Alexander Maedche, Gerhard Schwabe, Ali Sunyaev

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

2402.00024 2024-05-22 q-bio.BM cs.AI cs.CL cs.LG 89%

Can Large Language Models Understand Molecules?

Shaghayegh Sadeghi, Alan Bui, Ali Forooghi, Jianguo Lu, Alioune Ngom

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、cs.LG

2405.06806 2024-05-14 cs.SE 89%

An Empirical Study on the Effectiveness of Large Language Models for SATD Identification and Classification

Mohammad Sadegh Sheikhaei, Yuan Tian, Shaowei Wang, Bowen 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)

Comments This is the preprint version of a paper that has been submitted to Empirical Software Engineering

2310.02129 2024-05-14 cs.CL cs.AI cs.CV cs.DB cs.LG 89%

Unveiling the Pitfalls of Knowledge Editing for Large Language Models

Zhoubo Li, Ningyu Zhang, Yunzhi Yao, Mengru Wang, Xi Chen, Huajun Chen

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、cs.LG

Comments ICLR 2024

2404.17120 2024-04-30 cs.CL cs.AI cs.LG 89%

Talking Nonsense: Probing Large Language Models' Understanding of Adversarial Gibberish Inputs

Valeriia Cherepanova, James Zou

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、cs.LG

2403.01216 2024-04-05 cs.CL cs.AI cs.LG 89%

API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access

Jiayuan Su, Jing Luo, Hongwei Wang, Lu 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、cs.LG

2403.16645 2024-03-26 cs.HC 89%

Virtual Co-Pilot: Multimodal Large Language Model-enabled Quick-access Procedures for Single Pilot Operations

Fan Li, Shanshan Feng, Yuqi Yan, Ching-Hung Lee, Yew Soon Ong

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

Comments 10 pages,7 figures

2310.04475 2024-03-14 cs.CL cs.AI cs.LG 89%

Demystifying Embedding Spaces using Large Language Models

Guy Tennenholtz, Yinlam Chow, Chih-Wei Hsu, Jihwan Jeong, Lior Shani, Azamat Tulepbergenov, Deepak Ramachandran, Martin Mladenov, Craig Boutilier

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、cs.LG

Comments Accepted to ICLR 2024

2403.03397 2024-03-07 cs.NE 89%

Explaining Genetic Programming Trees using Large Language Models

Paula Maddigan, Andrew Lensen, Bing Xue

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

2311.09114 2024-02-27 cs.CL cs.AI cs.LG 89%

Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and Rectification

Haoqiang Kang, Juntong Ni, Huaxiu Yao

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、cs.LG

2402.08631 2024-02-20 cs.CL cs.AI cs.LG 89%

Knowledge Editing on Black-box Large Language Models

Xiaoshuai Song, Zhengyang Wang, Keqing He, Guanting Dong, Yutao Mou, Jinxu Zhao, Weiran Xu

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、cs.LG

Comments Work in progress

2312.16257 2023-12-29 cs.CL cs.AI cs.LG 89%

More than Correlation: Do Large Language Models Learn Causal Representations of Space?

Yida Chen, Yixian Gan, Sijia Li, Li Yao, Xiaohan 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、cs.LG

Comments 12 pages, 15 figures

2205.00584 2023-10-09 cs.IR 89%

Making Large Language Models Interactive: A Pioneer Study on Supporting Complex Information-Seeking Tasks with Implicit Constraints

Ali Ahmadvand, Negar Arabzadeh, Julia Kiseleva, Patricio Figueroa Sanz, Xin Deng, Sujay Jauhar, Michael Gamon, Eugene Agichtein, Ned Friend, Aniruddha

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

2309.10346 2023-09-20 cs.LG cs.AI cs.CL 89%

Explaining Agent Behavior with Large Language Models

Xijia Zhang, Yue Guo, Simon Stepputtis, Katia Sycara, Joseph Campbell

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、cs.LG

Comments Human Multi-Robot Interaction Workshop at IROS 2023

2309.07172 2023-09-15 cs.AI cs.CL cs.LG 89%

Exploring Large Language Models for Ontology Alignment

Yuan He, Jiaoyan Chen, Hang Dong, Ian Horrocks

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、cs.LG

Comments Accepted at ISWC 2023 (Posters and Demos)

2309.06794 2023-09-14 cs.CL cs.AI cs.LG 89%

Cognitive Mirage: A Review of Hallucinations in Large Language Models

Hongbin Ye, Tong Liu, Aijia Zhang, Wei Hua, Weiqiang Jia

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、cs.LG

Comments work in progress; 21 pages

2306.05152 2023-09-06 cs.SE 89%

Towards Autonomous Testing Agents via Conversational Large Language Models

Robert Feldt, Sungmin Kang, Juyeon Yoon, Shin Yoo

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

2511.15005 2025-11-20 cs.CL cs.AI 89%

Mathematical Analysis of Hallucination Dynamics in Large Language Models: Uncertainty Quantification, Advanced Decoding, and Principled Mitigation

Moses Kiprono

机构 * Catholic University of America（美国天主教大学）

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；LLM(comments)

Comments 10 pages, theoretical/mathematical LLM research, no figures, intended for peer-reviewed journal

1. 知识编辑与模型理解 7565 篇

Woodpecker: Hallucination Correction for Multimodal Large Language Models

Exploring the Role of Large Language Models in Prompt Encoding for Diffusion Models

ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees

Adversarial Representation Engineering: A General Model Editing Framework for Large Language Models

Improving Uncertainty Quantification in Large Language Models via Semantic Embeddings

Mechanistic interpretability of large language models with applications to the financial services industry

Understanding Jailbreak Success: A Study of Latent Space Dynamics in Large Language Models

Drowzee: Metamorphic Testing for Fact-Conflicting Hallucination Detection in Large Language Models

EnJa: Ensemble Jailbreak on Large Language Models

EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models

Large Language Models are Skeptics: False Negative Problem of Input-conflicting Hallucination

Unified Hallucination Detection for Multimodal Large Language Models

HILL: A Hallucination Identifier for Large Language Models

Can Large Language Models Understand Molecules?

An Empirical Study on the Effectiveness of Large Language Models for SATD Identification and Classification

Unveiling the Pitfalls of Knowledge Editing for Large Language Models

Talking Nonsense: Probing Large Language Models' Understanding of Adversarial Gibberish Inputs

API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access

Virtual Co-Pilot: Multimodal Large Language Model-enabled Quick-access Procedures for Single Pilot Operations

Demystifying Embedding Spaces using Large Language Models

Explaining Genetic Programming Trees using Large Language Models

Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and Rectification

Knowledge Editing on Black-box Large Language Models

More than Correlation: Do Large Language Models Learn Causal Representations of Space?

Making Large Language Models Interactive: A Pioneer Study on Supporting Complex Information-Seeking Tasks with Implicit Constraints

Explaining Agent Behavior with Large Language Models

Exploring Large Language Models for Ontology Alignment

Cognitive Mirage: A Review of Hallucinations in Large Language Models

Towards Autonomous Testing Agents via Conversational Large Language Models

Mathematical Analysis of Hallucination Dynamics in Large Language Models: Uncertainty Quantification, Advanced Decoding, and Principled Mitigation