语言大模型 / LLM - arXivDaily 专题

2504.06393 2025-04-10 cs.CL cs.LG 84%

The Zero Body Problem: Probing LLM Use of Sensory Language

Rebecca M. M. Hicke, Sil Hamilton, David Mimno

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

2503.22720 2025-04-01 cs.LG cs.AI 84%

Why Representation Engineering Works: A Theoretical and Empirical Study in Vision-Language Models

Bowei Tian, Xuntao Lyu, Meng Liu, Hongyi Wang, Ang Li

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

2503.11360 2025-03-17 cs.CV cs.AI cs.LG 84%

PARIC: Probabilistic Attention Regularization for Language Guided Image Classification from Pre-trained Vison Language Models

Mayank Nautiyal, Stela Arranz Gheorghe, Kristiana Stefa, Li Ju, Ida-Maria Sintorn, Prashant Singh

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

2503.01688 2025-03-04 cs.CL cs.LG 84%

When an LLM is apprehensive about its answers -- and when its uncertainty is justified

Petr Sychev, Andrey Goncharov, Daniil Vyazhev, Edvard Khalafyan, Alexey Zaytsev

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

2502.10626 2025-02-28 cs.LG cs.AI 84%

K-Edit: Language Model Editing with Contextual Knowledge Awareness

Elan Markowitz, Anil Ramakrishna, Ninareh Mehrabi, Charith Peris, Rahul Gupta, Kai-Wei Chang, Aram Galstyan

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

2410.16443 2025-02-28 cs.CL cs.LG 84%

Improving Neuron-level Interpretability with White-box Language Models

Hao Bai, Yi Ma

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

Comments CPAL 2025 camera-ready version. Selected as Oral

2502.11306 2025-02-18 cs.CL cs.LG 84%

Smoothing Out Hallucinations: Mitigating LLM Hallucination with Smoothed Knowledge Distillation

Hieu Nguyen, Zihao He, Shoumik Atul Gandre, Ujjwal Pasupulety, Sharanya Kumari Shivakumar, Kristina Lerman

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

2502.06884 2025-02-12 cs.LG cs.AI 84%

Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models

Sina Tayebati, Divake Kumar, Nastaran Darabi, Dinithi Jayasuriya, Ranganath Krishnan, Amit Ranjan Trivedi

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

2501.19012 2025-02-03 cs.LG cs.CL cs.CR 84%

Importing Phantoms: Measuring LLM Package Hallucination Vulnerabilities

Arjun Krishna, Erick Galinkin, Leon Derczynski, Jeffrey Martin

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

2409.11501 2025-01-22 cs.CL cs.AI 84%

Egalitarian Language Representation in Language Models: It All Begins with Tokenizers

Menan Velayuthan, Kengatharaiyer Sarveswaran

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

Comments Content - 8 pages, References - 3 pages

2412.12169 2024-12-18 cs.LG cs.AI cs.CY 84%

Regulation of Language Models With Interpretability Will Likely Result In A Performance Trade-Off

Eoin M. Kenny, Julie A. Shah

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

2403.16442 2024-12-06 cs.CL cs.CV cs.LG 84%

If CLIP Could Talk: Understanding Vision-Language Model Representations Through Their Preferred Concept Descriptions

Reza Esfandiarpoor, Cristina Menghini, Stephen H. Bach

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

Comments EMNLP 2024

2410.02472 2024-11-08 cs.LG cs.AI 84%

Meta-Models: An Architecture for Decoding LLM Behaviors Through Interpreted Embeddings and Natural Language

Anthony Costarelli, Mat Allen, Severin Field

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

Comments 11 pages, 2 figures

2410.21750 2024-10-30 cs.CL cs.AI 84%

Learning and Unlearning of Fabricated Knowledge in Language Models

Chen Sun, Nolan Andrew Miller, Andrey Zhmoginov, Max Vladymyrov, Mark Sandler

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

Journal ref ICML 2024 Workshop on Mechanistic Interpretability

2410.13065 2024-10-18 cs.AI cs.CL 84%

Language Models as Semiotic Machines: Reconceptualizing AI Language Systems through Structuralist and Post-Structuralist Theories of Language

Elad Vromen

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

Comments 18 pages, 2 figures

2410.09223 2024-10-15 cs.CL cs.AI 84%

The Same But Different: Structural Similarities and Differences in Multilingual Language Modeling

Ruochen Zhang, Qinan Yu, Matianyu Zang, Carsten Eickhoff, Ellie Pavlick

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

2410.07054 2024-10-10 cs.CL cs.LG 84%

Mitigating the Language Mismatch and Repetition Issues in LLM-based Machine Translation via Model Editing

Weichuan Wang, Zhaoyi Li, Defu Lian, Chen Ma, Linqi Song, Ying Wei

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

Comments 20 pages, EMNLP'2024 Main Conference

2410.02433 2024-10-04 cs.CL cs.LG 84%

Better Call SAUL: Fluent and Consistent Language Model Editing with Generation Regularization

Mingyang Wang, Lukas Lange, Heike Adel, Jannik Strötgen, Hinrich Schütze

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

2409.12180 2024-09-19 cs.CL cs.LG 84%

Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Arslan Chaudhry, Sridhar Thiagarajan, Dilan Gorur

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

2409.00617 2024-09-04 cs.CL cs.AI 84%

Does Knowledge Localization Hold True? Surprising Differences Between Entity and Relation Perspectives in Language Models

Yifan Wei, Xiaoyan Yu, Yixuan Weng, Huanhuan Ma, Yuanzhe Zhang, Jun Zhao, Kang Liu

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

Comments CIKM 2024

2403.02889 2024-08-20 cs.CL cs.LG 84%

InterrogateLLM: Zero-Resource Hallucination Detection in LLM-Generated Answers

Yakir Yehuda, Itzik Malkiel, Oren Barkan, Jonathan Weill, Royi Ronen, Noam Koenigstein

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

Journal ref https://aclanthology.org/2024.acl-long.506/

2310.01469 2024-08-06 cs.CL cs.AI 84%

LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples

Jia-Yu Yao, Kun-Peng Ning, Zhen-Hui Liu, Mu-Nan Ning, Yu-Yang Liu, Li Yuan

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

2408.00555 2024-08-02 cs.CV cs.AI cs.CL 84%

Alleviating Hallucination in Large Vision-Language Models with Active Retrieval Augmentation

Xiaoye Qu, Qiyuan Chen, Wei Wei, Jishuo Sun, Jianfeng Dong

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

2408.00550 2024-08-02 cs.CV cs.AI cs.CL 84%

Mitigating Multilingual Hallucination in Large Vision-Language Models

Xiaoye Qu, Mingyang Song, Wei Wei, Jianfeng Dong, Yu Cheng

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

2407.19842 2024-07-30 cs.LG cs.CL cs.CR 84%

Detecting and Understanding Vulnerabilities in Language Models via Mechanistic Interpretability

Jorge García-Carrasco, Alejandro Maté, Juan Trujillo

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

Journal ref Proceedings of the Thirty-Third International Joint Converence on Artificial Intelligence, IJCAI 2024 (pp.385-393)

2403.09703 2024-07-01 cs.CL cs.AI 84%

Concept-aware Data Construction Improves In-context Learning of Language Models

Michal Štefánik, Marek Kadlčík, Petr Sojka

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

Comments Long paper to appear in Findings of ACL 2024

2307.00175 2024-06-28 cs.CL cs.LG 84%

Still No Lie Detector for Language Models: Probing Empirical and Conceptual Roadblocks

B. A. Levinstein, Daniel A. Herrmann

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

2405.13907 2024-06-18 cs.CL cs.AI 84%

Just rephrase it! Uncertainty estimation in closed-source language models via multiple rephrased queries

Adam Yang, Chen Chen, Konstantinos Pitas

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

2406.08402 2024-06-13 eess.AS cs.CL cs.LG cs.SD 84%

Understanding Sounds, Missing the Questions: The Challenge of Object Hallucination in Large Audio-Language Models

Chun-Yi Kuan, Wei-Ping Huang, Hung-yi Lee

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

Comments Accepted to Interspeech 2024

2406.05798 2024-06-11 cs.CL cs.AI cs.NE 84%

Hidden Holes: topological aspects of language models

Stephen Fitz, Peter Romero, Jiyan Jonas Schneider

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

1. 知识编辑与模型理解 7608 篇

The Zero Body Problem: Probing LLM Use of Sensory Language

Why Representation Engineering Works: A Theoretical and Empirical Study in Vision-Language Models

PARIC: Probabilistic Attention Regularization for Language Guided Image Classification from Pre-trained Vison Language Models

When an LLM is apprehensive about its answers -- and when its uncertainty is justified

K-Edit: Language Model Editing with Contextual Knowledge Awareness

Improving Neuron-level Interpretability with White-box Language Models

Smoothing Out Hallucinations: Mitigating LLM Hallucination with Smoothed Knowledge Distillation

Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models

Importing Phantoms: Measuring LLM Package Hallucination Vulnerabilities

Egalitarian Language Representation in Language Models: It All Begins with Tokenizers

Regulation of Language Models With Interpretability Will Likely Result In A Performance Trade-Off

If CLIP Could Talk: Understanding Vision-Language Model Representations Through Their Preferred Concept Descriptions

Meta-Models: An Architecture for Decoding LLM Behaviors Through Interpreted Embeddings and Natural Language

Learning and Unlearning of Fabricated Knowledge in Language Models

Language Models as Semiotic Machines: Reconceptualizing AI Language Systems through Structuralist and Post-Structuralist Theories of Language

The Same But Different: Structural Similarities and Differences in Multilingual Language Modeling

Mitigating the Language Mismatch and Repetition Issues in LLM-based Machine Translation via Model Editing

Better Call SAUL: Fluent and Consistent Language Model Editing with Generation Regularization

Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Does Knowledge Localization Hold True? Surprising Differences Between Entity and Relation Perspectives in Language Models

InterrogateLLM: Zero-Resource Hallucination Detection in LLM-Generated Answers

LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples

Alleviating Hallucination in Large Vision-Language Models with Active Retrieval Augmentation

Mitigating Multilingual Hallucination in Large Vision-Language Models

Detecting and Understanding Vulnerabilities in Language Models via Mechanistic Interpretability

Concept-aware Data Construction Improves In-context Learning of Language Models

Still No Lie Detector for Language Models: Probing Empirical and Conceptual Roadblocks

Just rephrase it! Uncertainty estimation in closed-source language models via multiple rephrased queries

Understanding Sounds, Missing the Questions: The Challenge of Object Hallucination in Large Audio-Language Models

Hidden Holes: topological aspects of language models