语言大模型 / LLM - arXivDaily 专题

2501.09039 2025-01-17 cs.CR cs.AI cs.CY 83%

Playing Devil's Advocate: Unmasking Toxicity and Vulnerabilities in Large Vision-Language Models

Abdulkadir Erol, Trilok Padhi, Agnik Saha, Ugur Kursuncu, Mehmet Emin Aktas

专题命中指令微调：language model(title,abstract)；prompting(abstract)；分类 cs.AI

2412.16364 2024-12-24 cs.CV cs.CL 83%

A High-Quality Text-Rich Image Instruction Tuning Dataset via Hybrid Instruction Generation

Shijie Zhou, Ruiyi Zhang, Yufan Zhou, Changyou Chen

专题命中指令微调：instruction tuning(title)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments COLING 2025

2412.12563 2024-12-18 cs.CL 83%

Task-Agnostic Language Model Watermarking via High Entropy Passthrough Layers

Vaden Masrani, Mohammad Akbari, David Ming Xuan Yue, Ahmad Rezaei, Yong Zhang

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments Accepted to AAAI2025

2310.20587 2024-12-18 cs.LG 83%

Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning

Ruizhe Shi, Yuyao Liu, Yanjie Ze, Simon S. Du, Huazhe Xu

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.LG

Comments Format adjustment

2409.10927 2024-12-17 cs.CL 83%

Propulsion: Steering LLM with Tiny Fine-Tuning

Md Kowsher, Nusrat Jahan Prottasha, Prakash Bhat

专题命中指令微调：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 26 pages, 11 figures accepted paper

2412.09827 2024-12-16 cs.CL cs.CV 83%

Low-Rank Adaptation with Task-Relevant Feature Enhancement for Fine-tuning Language Models

Changqun Li, Chaofan Ding, Kexin Luan, Xinhan Di

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments 6 Pages, 3 figures accepted by AAAI 2025 CoLoRAI - Connecting Low-Rank Representations in AI Workshop

2407.14040 2024-12-13 cs.LG 83%

Generative Language Model for Catalyst Discovery

Dong Hyeon Mok, Seoin Back

专题命中指令微调：language model(title,abstract)；foundation model(abstract)；分类 cs.LG

2407.14229 2024-12-10 cs.RO cs.AI 83%

Words2Contact: Identifying Support Contacts from Verbal Instructions Using Foundation Models

Dionis Totsila, Quentin Rouxel, Jean-Baptiste Mouret, Serena Ivaldi

专题命中指令微调：foundation model(title)；large language model(abstract)；language model(abstract)；分类 cs.AI

2412.03927 2024-12-06 cs.CV cs.LG 83%

MegaCOIN: Enhancing Medium-Grained Color Perception for Vision-Language Models

Ming-Chang Chiu, Shicheng Wen, Pin-Yu Chen, Xuezhe Ma

专题命中指令微调：language model(title,abstract)；SFT(abstract)；分类 cs.LG

Comments 8 pages, 13 tables, 2 figures

2411.19301 2024-12-02 cs.SE cs.AI 83%

Structured Object Language Modeling (SoLM): Native Structured Objects Generation Conforming to Complex Schemas with Self-Supervised Denoising

Amir Tavanaei, Kee Kiat Koo, Hayreddin Ceker, Shaobai Jiang, Qi Li, Julien Han, Karim Bouyarmane

专题命中指令微调：language model(title,abstract)；LLM(abstract)；分类 cs.AI

2411.15453 2024-11-26 cs.CV cs.AI 83%

Enhancing Instruction-Following Capability of Visual-Language Models by Reducing Image Redundancy

Te Yang, Jian Jia, Xiangyu Zhu, Weisong Zhao, Bo Wang, Yanhua Cheng, Yan Li, Shengyuan Liu, Quan Chen, Peng Jiang, Kun Gai, Zhen Lei

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.AI

2405.19716 2024-11-26 cs.CV cs.CL 83%

Enhancing Large Vision Language Models with Self-Training on Image Comprehension

Yihe Deng, Pan Lu, Fan Yin, Ziniu Hu, Sheng Shen, Quanquan Gu, James Zou, Kai-Wei Chang, Wei Wang

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments 22 pages, 14 figures, 9 tables

2410.07571 2024-11-18 cs.CL cs.CV 83%

How Does Vision-Language Adaptation Impact the Safety of Vision Language Models?

Seongyun Lee, Geewook Kim, Jiyeon Kim, Hyunji Lee, Hoyeon Chang, Sue Hyun Park, Minjoon Seo

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments Work in Progress

2403.09059 2024-11-13 cs.CL 83%

LAMP: A Language Model on the Map

Pasquale Balsebre, Weiming Huang, Gao Cong

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.CL

2410.17827 2024-10-24 cs.AI 83%

RE-tune: Incremental Fine Tuning of Biomedical Vision-Language Models for Multi-label Chest X-ray Classification

Marco Mistretta, Andrew D. Bagdanov

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.AI

Comments Accepted for publication at Medical Imaging meets NeurIPS (NeurIPS23)

2405.16747 2024-10-23 cs.LG 83%

Understanding Linear Probing then Fine-tuning Language Models from NTK Perspective

Akiyoshi Tomihari, Issei Sato

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.LG

Comments Accepted at NeurIPS 2024

2410.15287 2024-10-22 cs.CL 83%

Training Language Models to Critique With Multi-agent Feedback

Tian Lan, Wenwei Zhang, Chengqi Lyu, Shuaibin Li, Chen Xu, Heyan Huang, Dahua Lin, Xian-Ling Mao, Kai Chen

专题命中指令微调：language model(title)；LLM(abstract)；SFT(abstract)；分类 cs.CL

2404.17991 2024-10-17 cs.CL 83%

Enhancing Pre-Trained Generative Language Models with Question Attended Span Extraction on Machine Reading Comprehension

Lin Ai, Zheng Hui, Zizhou Liu, Julia Hirschberg

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments arXiv admin note: substantial text overlap with arXiv:2403.04771

2406.13233 2024-10-15 cs.AI 83%

AdaMoE: Token-Adaptive Routing with Null Experts for Mixture-of-Experts Language Models

Zihao Zeng, Yibo Miao, Hongcheng Gao, Hao Zhang, Zhijie Deng

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.AI

Comments Findings of EMNLP 2024

2410.07826 2024-10-11 cs.CL 83%

Fine-Tuning Language Models for Ethical Ambiguity: A Comparative Study of Alignment with Human Responses

Pranav Senthilkumar, Visshwa Balasubramanian, Prisha Jain, Aneesa Maity, Jonathan Lu, Kevin Zhu

专题命中指令微调：language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted to NeurIPS 2024, SoLaR workshop

2403.09559 2024-10-11 cs.CL cs.CV 83%

Less is More: High-value Data Selection for Visual Instruction Tuning

Zikang Liu, Kun Zhou, Wayne Xin Zhao, Dawei Gao, Yaliang Li, Ji-Rong Wen

专题命中指令微调：instruction tuning(title,abstract)；language model(abstract)；分类 cs.CL

Comments Under Review

2410.04925 2024-10-08 cs.CL 83%

Intent Classification for Bank Chatbots through LLM Fine-Tuning

Bibiána Lajčinová, Patrik Valábek, Michal Spišiak

专题命中指令微调：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 7 pages, no figures

2410.04272 2024-10-08 cs.CL 83%

Evaluating Language Model Character Traits

Francis Rhys Ward, Zejia Yang, Alex Jackson, Randy Brown, Chandler Smith, Grace Colverd, Louis Thomson, Raymond Douglas, Patrik Bartak, Andrew Rowan

专题命中指令微调：language model(title,abstract)；prompting(abstract)；分类 cs.CL

Comments accepted as Findings of EMNLP2024

2407.06542 2024-10-04 cs.CL 83%

LIONs: An Empirically Optimized Approach to Align Language Models

Xiao Yu, Qingyang Wu, Yu Li, Zhou Yu

专题命中指令微调：language model(title,abstract)；SFT(abstract)；分类 cs.CL

2404.15206 2024-10-04 cs.CL 83%

Does Instruction Tuning Make LLMs More Consistent?

Constanza Fierro, Jiaang Li, Anders Søgaard

专题命中指令微调：instruction tuning(title,abstract)；language model(abstract)；分类 cs.CL

Comments We need to run extra experiments to ensure some of the claims in the paper are fully correct

2409.19611 2024-10-01 cs.CL 83%

Learning Attentional Mixture of LoRAs for Language Model Continual Learning

Jialin Liu, Jianhua Wu, Jie Liu, Yutai Duan

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments 12 pages, 5 figures

2409.14759 2024-09-24 cs.CV cs.AI 83%

VLM's Eye Examination: Instruct and Inspect Visual Competency of Vision Language Models

Nam Hyeon-Woo, Moon Ye-Bin, Wonseok Choi, Lee Hyun, Tae-Hyun Oh

专题命中指令微调：language model(title,abstract)；LLM(abstract)；分类 cs.AI

2409.14254 2024-09-24 cs.CL 83%

Instruction Following without Instruction Tuning

John Hewitt, Nelson F. Liu, Percy Liang, Christopher D. Manning

专题命中指令微调：instruction tuning(title,abstract)；language model(abstract)；分类 cs.CL

2404.03028 2024-08-30 cs.CL 83%

An Incomplete Loop: Instruction Inference, Instruction Following, and In-context Learning in Language Models

Emmy Liu, Graham Neubig, Jacob Andreas

专题命中指令微调：language model(title,abstract)；prompting(abstract)；分类 cs.CL

Comments COLM 2024

2408.00690 2024-08-05 cs.CL 83%

Improving Text Embeddings for Smaller Language Models Using Contrastive Fine-tuning

Trapoom Ukarapol, Zhicheng Lee, Amy Xin

专题命中指令微调：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments Code: https://github.com/trapoom555/Language-Model-STS-CFT, Huggingface: https://huggingface.co/collections/trapoom555/small-lms-text-embedding-663b3ec87527788a577f6852

1. 指令微调 11601 篇

Playing Devil's Advocate: Unmasking Toxicity and Vulnerabilities in Large Vision-Language Models

A High-Quality Text-Rich Image Instruction Tuning Dataset via Hybrid Instruction Generation

Task-Agnostic Language Model Watermarking via High Entropy Passthrough Layers

Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning

Propulsion: Steering LLM with Tiny Fine-Tuning

Low-Rank Adaptation with Task-Relevant Feature Enhancement for Fine-tuning Language Models

Generative Language Model for Catalyst Discovery

Words2Contact: Identifying Support Contacts from Verbal Instructions Using Foundation Models

MegaCOIN: Enhancing Medium-Grained Color Perception for Vision-Language Models

Structured Object Language Modeling (SoLM): Native Structured Objects Generation Conforming to Complex Schemas with Self-Supervised Denoising

Enhancing Instruction-Following Capability of Visual-Language Models by Reducing Image Redundancy

Enhancing Large Vision Language Models with Self-Training on Image Comprehension

How Does Vision-Language Adaptation Impact the Safety of Vision Language Models?

LAMP: A Language Model on the Map

RE-tune: Incremental Fine Tuning of Biomedical Vision-Language Models for Multi-label Chest X-ray Classification

Understanding Linear Probing then Fine-tuning Language Models from NTK Perspective

Training Language Models to Critique With Multi-agent Feedback

Enhancing Pre-Trained Generative Language Models with Question Attended Span Extraction on Machine Reading Comprehension

AdaMoE: Token-Adaptive Routing with Null Experts for Mixture-of-Experts Language Models

Fine-Tuning Language Models for Ethical Ambiguity: A Comparative Study of Alignment with Human Responses

Less is More: High-value Data Selection for Visual Instruction Tuning

Intent Classification for Bank Chatbots through LLM Fine-Tuning

Evaluating Language Model Character Traits

LIONs: An Empirically Optimized Approach to Align Language Models

Does Instruction Tuning Make LLMs More Consistent?

Learning Attentional Mixture of LoRAs for Language Model Continual Learning

VLM's Eye Examination: Instruct and Inspect Visual Competency of Vision Language Models

Instruction Following without Instruction Tuning

An Incomplete Loop: Instruction Inference, Instruction Following, and In-context Learning in Language Models

Improving Text Embeddings for Smaller Language Models Using Contrastive Fine-tuning