语言大模型 / LLM - arXivDaily 专题

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

2407.16470 2024-10-22 cs.CL cs.AI 88%

Machine Translation Hallucination Detection for Low and High Resource Languages using Large Language Models

Kenza Benkirane, Laura Gongas, Shahar Pelles, Naomi Fuchs, Joshua Darmon, Pontus Stenetorp, David Ifeoluwa Adelani, Eduardo Sánchez

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 Authors Kenza Benkirane and Laura Gongas contributed equally to this work

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

2408.14380 2024-08-27 cs.CL cs.AI 88%

Probing Causality Manipulation of Large Language Models

Chenyang Zhang, Haibo Tong, Bin Zhang, Dongyu 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、cs.AI

2408.13906 2024-08-27 cs.CV cs.AI cs.LG 88%

ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Models

Yeji Park, Deokyeong Lee, Junsuk Choe, Buru Chang

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 First two authors contributed equally. Source code is available at https://github.com/yejipark-m/ConVis

2408.00992 2024-08-09 cs.CL cs.LG 88%

Fairness in Large Language Models in Three Hours

Thang Doan Viet, Zichong Wang, Minh Nhat Nguyen, Wenbin 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、cs.LG

2408.03732 2024-08-08 cs.CL cs.LG q-bio.QM 88%

Question Rephrasing for Quantifying Uncertainty in Large Language Models: Applications in Molecular Chemistry Tasks

Zizhang Chen, Pengyu Hong, Sandeep Madireddy

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

2402.14522 2024-07-15 cs.CL cs.LG 88%

Towards Unified Task Embeddings Across Multiple Models: Bridging the Gap for Prompt-Based Large Language Models and Beyond

Xinyu Wang, Hainiu Xu, Lin Gui, Yulan 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、cs.LG

1. 知识编辑与模型理解 7527 篇

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

Machine Translation Hallucination Detection for Low and High Resource Languages using Large Language Models

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

Probing Causality Manipulation of Large Language Models

ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Models

Fairness in Large Language Models in Three Hours

Question Rephrasing for Quantifying Uncertainty in Large Language Models: Applications in Molecular Chemistry Tasks

Towards Unified Task Embeddings Across Multiple Models: Bridging the Gap for Prompt-Based Large Language Models and Beyond