语言大模型 / LLM - arXivDaily 专题

2408.04342 2025-04-21 cs.CR cs.AI cs.NI 88%

Towards Explainable Network Intrusion Detection using Large Language Models

Paul R. B. Houssel, Priyanka Singh, Siamak Layeghy, Marius Portmann

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

2504.12424 2025-04-18 cs.HC cs.AI 88%

Don't Just Translate, Agitate: Using Large Language Models as Devil's Advocates for AI Explanations

Ashley Suh, Kenneth Alperin, Harry Li, Steven R Gomez

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

Comments Presented at the Human-centered Explainable AI Workshop (HCXAI) @ CHI 2025

2411.08561 2025-04-15 cs.SE cs.AI 88%

LogLLM: Log-based Anomaly Detection Using Large Language Models

Wei Guan, Jian Cao, Shiyou Qian, Jianqi Gao, Chun Ouyang

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

2504.05278 2025-04-08 cs.AI 88%

The challenge of uncertainty quantification of large language models in medicine

Zahra Atf, Seyed Amir Ahmad Safavi-Naini, Peter R. Lewis, Aref Mahjoubfar, Nariman Naderi, Thomas R. Savage, Ali Soroush

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

Comments 25 pages, 11 figures

2503.12528 2025-03-18 cs.CL 88%

Investigating Human-Aligned Large Language Model Uncertainty

Kyle Moore, Jesse Roberts, Daryl Watson, Pamela Wisniewski

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

2503.10690 2025-03-17 cs.CL cs.CR 88%

Battling Misinformation: An Empirical Study on Adversarial Factuality in Open-Source Large Language Models

Shahnewaz Karim Sakib, Anindya Bijoy Das, Shibbir Ahmed

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

2501.02688 2025-03-03 cs.CL 88%

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head

Harry J Davies

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

Comments 5 pages, 4 figures

2502.19794 2025-02-28 cs.CE cs.LG 88%

ChatMol: A Versatile Molecule Designer Based on the Numerically Enhanced Large Language Model

Chuanliu Fan, Ziqiang Cao, Zicheng Ma, Nan Yu, Yimin Peng, Jun Zhang, Yiqin Gao, Guohong Fu

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.LG

Comments 16 pages, 8 figures,conference

2408.07413 2025-02-27 cs.CL 88%

Knowledge in Superposition: Unveiling the Failures of Lifelong Knowledge Editing for Large Language Models

Chenhui Hu, Pengfei Cao, Yubo Chen, Kang Liu, Jun 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

Comments To be published in AAAI 2025 (Oral)

2405.15349 2025-02-26 cs.CL 88%

Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models

Jingcheng Deng, Zihao Wei, Liang Pang, Hanxing Ding, Huawei Shen, 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

Comments ICLR 2025

2410.11711 2025-02-17 stat.ML cs.LG 88%

Zero-shot Model-based Reinforcement Learning using Large Language Models

Abdelhakim Benechehab, Youssef Attia El Hili, Ambroise Odonnat, Oussama Zekri, Albert Thomas, Giuseppe Paolo, Maurizio Filippone, Ievgen Redko, Balázs Kégl

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.LG

Journal ref The Thirteenth International Conference on Learning Representations (ICLR 2025)

2502.04789 2025-02-10 cs.CL 88%

Probing Internal Representations of Multi-Word Verbs in Large Language Models

Hassane Kissane, Achim Schilling, Patrick Krauss

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

2502.00611 2025-02-04 cs.SE cs.AI 88%

Enhancing Code Consistency in AI Research with Large Language Models and Retrieval-Augmented Generation

Rajat Keshri, Arun George Zachariah, Michael Boone

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

2401.12585 2025-02-04 cs.CL 88%

SLANG: New Concept Comprehension of Large Language Models

Lingrui Mei, Shenghua Liu, Yiwei Wang, Baolong Bi, 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

Comments EMNLP 2024 Main

2408.12325 2025-01-28 cs.CL 88%

Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators

Dingkang Yang, Dongling Xiao, Jinjie Wei, Mingcheng Li, Zhaoyu Chen, Ke Li, Lihua 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.CL

Comments Accepted by AAAI 2025. We recommend reading this version as it contains more complete details than the camera ready version

2501.13743 2025-01-24 cs.LG 88%

GPT-HTree: A Decision Tree Framework Integrating Hierarchical Clustering and Large Language Models for Explainable Classification

Te Pei, Fuat Alican, Aaron Ontoyin Yin, Yigit Ihlamur

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.LG

2501.05764 2025-01-13 cs.CL 88%

Controlling Large Language Models Through Concept Activation Vectors

Hanyu Zhang, Xiting Wang, Chengao Li, Xiang Ao, Qing He

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

2409.14978 2025-01-09 cs.AI 88%

TS-HTFA: Advancing Time Series Forecasting via Hierarchical Text-Free Alignment with Large Language Models

Pengfei Wang, Huanran Zheng, Qi'ao Xu, Silong Dai, Yiqiao Wang, Wenjing Yue, Wei Zhu, Tianwen Qian, Xiaoling 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.AI

Comments 19 pages, 6 figures

2412.20637 2024-12-31 cs.CL 88%

Knowledge Editing for Large Language Model with Knowledge Neuronal Ensemble

Yongchang Li, Yujin Zhu, Tao Yan, Shijian Fan, Gang Wu, Liang 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

Comments 26 pages, 5 figures, 2 tables

2402.10573 2024-12-24 cs.CL 88%

LinkNER: Linking Local Named Entity Recognition Models to Large Language Models using Uncertainty

Zhen Zhang, Yuhua Zhao, Hang Gao, Mengting Hu

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

Comments Accepted by WebConf (WWW'2024), compared to the previous version, the code has been released

2408.12116 2024-12-19 cs.AI 88%

Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning

Junlin He, Tong Nie, Wei Ma

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

Comments Accepted at AAAI25 main track

2410.19128 2024-12-03 cs.CL 88%

Retrieving Implicit and Explicit Emotional Events Using Large Language Models

Guimin Hu, Hasti Seifi

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

2404.12038 2024-12-03 cs.CL 88%

Uncovering Safety Risks of Large Language Models through Concept Activation Vector

Zhihao Xu, Ruixuan Huang, Changyu Chen, Xiting 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

Comments 10 pages, accepted at NeurIPS 2024

2411.17401 2024-11-27 cs.CL 88%

One Mind, Many Tongues: A Deep Dive into Language-Agnostic Knowledge Neurons in Large Language Models

Pengfei Cao, Yuheng Chen, Zhuoran Jin, Yubo Chen, Kang Liu, Jun 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

2411.12790 2024-11-21 cs.CV cs.AI 88%

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models

Zhen Zeng, Leijiang Gu, Xun Yang, Zhangling Duan, Zenglin Shi, Meng 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.AI

2402.01661 2024-11-20 cs.CL cs.SI 88%

Tracing the Genealogies of Ideas with Large Language Model Embeddings

Lucian Li

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

Journal ref https://aclanthology.org/2024.nlp4dh-1.2

2407.01245 2024-11-05 cs.AI cs.CY 88%

SINKT: A Structure-Aware Inductive Knowledge Tracing Model with Large Language Model

Lingyue Fu, Hao Guan, Kounianhua Du, Jianghao Lin, Wei Xia, Weinan Zhang, Ruiming Tang, Yasheng Wang, Yong 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.AI

2410.19542 2024-11-01 q-bio.NC cs.AI 88%

Brain-like Functional Organization within Large Language Models

Haiyang Sun, Lin Zhao, Zihao Wu, Xiaohui Gao, Yutao Hu, Mengfei Zuo, Wei Zhang, Junwei Han, Tianming Liu, Xintao Hu

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

2410.20199 2024-10-29 cs.AI 88%

Rethinking the Uncertainty: A Critical Review and Analysis in the Era of Large Language Models

Mohammad Beigi, Sijia Wang, Ying Shen, Zihao Lin, Adithya Kulkarni, Jianfeng He, Feng Chen, Ming Jin, Jin-Hee Cho, Dawei Zhou, Chang-Tien Lu, Lifu Huang

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

2406.01436 2024-10-28 cs.CL 88%

Editing the Mind of Giants: An In-Depth Exploration of Pitfalls of Knowledge Editing in Large Language Models

Cheng-Hsun Hsueh, Paul Kuo-Ming Huang, Tzu-Han Lin, Che-Wei Liao, Hung-Chieh Fang, Chao-Wei Huang, Yun-Nung 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

Comments EMNLP 2024 Findings

1. 知识编辑与模型理解 7527 篇

Towards Explainable Network Intrusion Detection using Large Language Models

Don't Just Translate, Agitate: Using Large Language Models as Devil's Advocates for AI Explanations

LogLLM: Log-based Anomaly Detection Using Large Language Models

The challenge of uncertainty quantification of large language models in medicine

Investigating Human-Aligned Large Language Model Uncertainty

Battling Misinformation: An Empirical Study on Adversarial Factuality in Open-Source Large Language Models

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head

ChatMol: A Versatile Molecule Designer Based on the Numerically Enhanced Large Language Model

Knowledge in Superposition: Unveiling the Failures of Lifelong Knowledge Editing for Large Language Models

Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models

Zero-shot Model-based Reinforcement Learning using Large Language Models

Probing Internal Representations of Multi-Word Verbs in Large Language Models

Enhancing Code Consistency in AI Research with Large Language Models and Retrieval-Augmented Generation

SLANG: New Concept Comprehension of Large Language Models

Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators

GPT-HTree: A Decision Tree Framework Integrating Hierarchical Clustering and Large Language Models for Explainable Classification

Controlling Large Language Models Through Concept Activation Vectors

TS-HTFA: Advancing Time Series Forecasting via Hierarchical Text-Free Alignment with Large Language Models

Knowledge Editing for Large Language Model with Knowledge Neuronal Ensemble

LinkNER: Linking Local Named Entity Recognition Models to Large Language Models using Uncertainty

Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning

Retrieving Implicit and Explicit Emotional Events Using Large Language Models

Uncovering Safety Risks of Large Language Models through Concept Activation Vector

One Mind, Many Tongues: A Deep Dive into Language-Agnostic Knowledge Neurons in Large Language Models

Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models

Tracing the Genealogies of Ideas with Large Language Model Embeddings

SINKT: A Structure-Aware Inductive Knowledge Tracing Model with Large Language Model

Brain-like Functional Organization within Large Language Models

Rethinking the Uncertainty: A Critical Review and Analysis in the Era of Large Language Models

Editing the Mind of Giants: An In-Depth Exploration of Pitfalls of Knowledge Editing in Large Language Models