语言大模型 / LLM - arXivDaily 专题

2502.02715 2025-02-06 cs.SE cs.AI 85%

An Analysis of LLM Fine-Tuning and Few-Shot Learning for Flaky Test Detection and Classification

Riddhi More, Jeremy S. Bradbury

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

Comments 10 pages

2311.01487 2025-02-06 cs.CV cs.CL 85%

What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning

Yifan Du, Hangyu Guo, Kun Zhou, Wayne Xin Zhao, Jinpeng Wang, Chuyuan Wang, Mingchen Cai, Ruihua Song, Ji-Rong Wen

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

Comments Accepted by COLING2025

2502.01992 2025-02-05 q-fin.TR cs.LG 85%

FinRLlama: A Solution to LLM-Engineered Signals Challenge at FinRL Contest 2024

Arnav Grover

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

Comments Competition Track FinRL, ICAIF 2024

2501.10979 2025-01-31 cs.LG 85%

Control LLM: Controlled Evolution for Intelligence Retention in LLM

Haichao Wei, Yunxiang Ren, Zhoutong Fu, Aman Lunia, Yi-Lin Chen, Alice Leung, Ya Xu

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

Comments 8 pages

2501.15574 2025-01-28 cs.CL 85%

Instruction Tuning for Story Understanding and Generation with Weak Supervision

Yangshu Yuan, Heng Chen, Christian Ng

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

2408.10159 2025-01-22 cs.IR cs.AI 85%

Customizing Language Models with Instance-wise LoRA for Sequential Recommendation

Xiaoyu Kong, Jiancan Wu, An Zhang, Leheng Sheng, Hui Lin, Xiang Wang, Xiangnan He

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

Comments NeurIPS 2024 poster

Journal ref 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

2501.07324 2025-01-14 cs.LG 85%

Foundation Models at Work: Fine-Tuning for Fairness in Algorithmic Hiring

Buse Sibel Korkmaz, Rahul Nair, Elizabeth M. Daly, Evangelos Anagnostopoulos, Christos Varytimidis, Antonio del Rio Chanona

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

Comments Accepted to AAAI 2025, AI Governance Workshop

2412.12359 2025-01-08 cs.CV cs.CL 85%

LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering

Jinhe Bi, Yujun Wang, Haokun Chen, Xun Xiao, Artur Hecker, Volker Tresp, Yunpu Ma

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

2402.17355 2025-01-06 cs.CL 85%

RECOST: External Knowledge Guided Data-efficient Instruction Tuning

Qi Zhang, Yiming Zhang, Haobo Wang, Junbo Zhao

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

2412.15156 2024-12-20 cs.CV cs.CL cs.MM 85%

Prompt-A-Video: Prompt Your Video Diffusion Model via Preference-Aligned LLM

Yatai Ji, Jiacheng Zhang, Jie Wu, Shilong Zhang, Shoufa Chen, Chongjian GE, Peize Sun, Weifeng Chen, Wenqi Shao, Xuefeng Xiao, Weilin Huang, Ping Luo

专题命中指令微调：LLM(title,abstract)；SFT(abstract)；preference optimization(abstract)；分类 cs.CL

2412.14780 2024-12-20 cs.CL 85%

Disentangling Reasoning Tokens and Boilerplate Tokens For Language Model Fine-tuning

Ziang Ye, Zhenru Zhang, Yang Zhang, Jianxin Ma, Junyang Lin, Fuli Feng

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

2412.11231 2024-12-17 cs.CL 85%

Smaller Language Models Are Better Instruction Evolvers

Tingfeng Hui, Lulu Zhao, Guanting Dong, Yaqi Zhang, Hua Zhou, Sen Su

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

Comments Work in progress

2404.04850 2024-12-10 cs.CL 85%

How Many Languages Make Good Multilingual Instruction Tuning? A Case Study on BLOOM

Shaoxiong Ji, Pinzhen Chen

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

Comments COLING 2025

2411.10681 2024-11-19 cs.CL 85%

Structured Dialogue System for Mental Health: An LLM Chatbot Leveraging the PM+ Guidelines

Yixiang Chen, Xinyu Zhang, Jinran Wang, Xurong Xie, Nan Yan, Hui Chen, Lan Wang

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

Comments Accepted to the 16th International Conference on Social Robotic (ICSR 2024)

2311.14782 2024-11-19 cs.LG 85%

Understanding the Role of Textual Prompts in LLM for Time Series Forecasting: an Adapter View

Peisong Niu, Tian Zhou, Xue Wang, Liang Sun, Rong Jin

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

2409.04828 2024-11-06 cs.CV cs.AI cs.MM 85%

POINTS: Improving Your Vision-language Model with Affordable Strategies

Yuan Liu, Zhongyin Zhao, Ziyuan Zhuang, Le Tian, Xiao Zhou, Jie Zhou

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

Comments v2

2411.01111 2024-11-05 cs.AI 85%

Rule Based Rewards for Language Model Safety

Tong Mu, Alec Helyar, Johannes Heidecke, Joshua Achiam, Andrea Vallone, Ian Kivlichan, Molly Lin, Alex Beutel, John Schulman, Lilian Weng

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

Comments Accepted at Neurips 2024

2406.11161 2024-11-05 cs.AI cs.MM 85%

Emotion-LLaMA: Multimodal Emotion Recognition and Reasoning with Instruction Tuning

Zebang Cheng, Zhi-Qi Cheng, Jun-Yan He, Jingdong Sun, Kai Wang, Yuxiang Lin, Zheng Lian, Xiaojiang Peng, Alexander Hauptmann

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

Comments Accepted at NeurIPS 2024. 49 pages, 13 figures, Project: https://github.com/ZebangCheng/Emotion-LLaMA, Demo: https://huggingface.co/spaces/ZebangCheng/Emotion-LLaMA

2409.15905 2024-11-01 cs.SD cs.AI eess.AS 85%

Boosting Code-Switching ASR with Mixture of Experts Enhanced Speech-Conditioned LLM

Fengrun Zhang, Wang Geng, Hukai Huang, Yahui Shan, Cheng Yi, He Qu

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

Comments Submitted to ICASSP 2025

2406.01563 2024-11-01 cs.CL 85%

LoFiT: Localized Fine-tuning on LLM Representations

Fangcong Yin, Xi Ye, Greg Durrett

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

Comments NeurIPS 2024 Camera Ready

2405.20684 2024-10-24 cs.SE cs.CL 85%

Joint Embeddings for Graph Instruction Tuning

Aaron Haag, Vlad Argatu, Oliver Lohse

专题命中指令微调：instruction tuning(title)；LLM(abstract)；large language model(abstract)；language model(abstract)

Comments This work has been submitted to the IEEE for possible publication

2409.19007 2024-10-22 cs.CL 85%

Rephrase and Contrast: Fine-Tuning Language Models for Enhanced Understanding of Communication and Computer Networks

Liujianfu Wang, Yuyang Du, Jingqi Lin, Kexin Chen, Soung Chang Liew

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

2410.10756 2024-10-15 cs.CL 85%

Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation for Classification

Jan Cegin, Branislav Pecher, Jakub Simko, Ivan Srba, Maria Bielikova, Peter Brusilovsky

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

2410.09365 2024-10-15 cs.CV cs.LG 85%

Debiasing Vison-Language Models with Text-Only Training

Yunfan Yang, Chaoquan Jiang, Zhiyu Lin, Jinlin Xiao, Jiaming Zhang, Jitao Sang

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

2410.03798 2024-10-15 cs.CL cs.SD eess.AS 85%

Self-Powered LLM Modality Expansion for Large Speech-Text Models

Tengfei Yu, Xuebo Liu, Zhiyi Hou, Liang Ding, Dacheng Tao, Min Zhang

专题命中指令微调：LLM(title)；large language model(abstract)；language model(abstract)；instruction tuning(abstract)

Comments Accepted to EMNLP 2024

2410.07698 2024-10-11 cs.LG 85%

Enhancing Zeroth-order Fine-tuning for Language Models with Low-rank Structures

Yiming Chen, Yuan Zhang, Liyuan Cao, Kun Yuan, Zaiwen Wen

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

2410.04269 2024-10-08 cs.CL 85%

RoQLlama: A Lightweight Romanian Adapted Language Model

George-Andrei Dima, Andrei-Marius Avram, Cristian-George Crăciun, Dumitru-Clementin Cercel

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

Comments Accepted at EMNLP Findings 2024 (short papers)

2410.03688 2024-10-08 cs.NI cs.AI 85%

LLM Agents as 6G Orchestrator: A Paradigm for Task-Oriented Physical-Layer Automation

Zhuoran Xiao, Chenhui Ye, Yunbo Hu, Honggang Yuan, Yihang Huang, Yijia Feng, Liyu Cai, Jiang Chang

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

2407.09435 2024-10-07 cs.AI 85%

MUSCLE: A Model Update Strategy for Compatible LLM Evolution

Jessica Echterhoff, Fartash Faghri, Raviteja Vemulapalli, Ting-Yao Hu, Chun-Liang Li, Oncel Tuzel, Hadi Pouransari

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

2410.02584 2024-10-04 cs.CL cs.CY 85%

Towards Implicit Bias Detection and Mitigation in Multi-Agent LLM Interactions

Angana Borah, Rada Mihalcea

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

Comments Accepted to EMNLP Findings 2024

1. 指令微调 11667 篇

An Analysis of LLM Fine-Tuning and Few-Shot Learning for Flaky Test Detection and Classification

What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning

FinRLlama: A Solution to LLM-Engineered Signals Challenge at FinRL Contest 2024

Control LLM: Controlled Evolution for Intelligence Retention in LLM

Instruction Tuning for Story Understanding and Generation with Weak Supervision

Customizing Language Models with Instance-wise LoRA for Sequential Recommendation

Foundation Models at Work: Fine-Tuning for Fairness in Algorithmic Hiring

LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering

RECOST: External Knowledge Guided Data-efficient Instruction Tuning

Prompt-A-Video: Prompt Your Video Diffusion Model via Preference-Aligned LLM

Disentangling Reasoning Tokens and Boilerplate Tokens For Language Model Fine-tuning

Smaller Language Models Are Better Instruction Evolvers

How Many Languages Make Good Multilingual Instruction Tuning? A Case Study on BLOOM

Structured Dialogue System for Mental Health: An LLM Chatbot Leveraging the PM+ Guidelines

Understanding the Role of Textual Prompts in LLM for Time Series Forecasting: an Adapter View

POINTS: Improving Your Vision-language Model with Affordable Strategies

Rule Based Rewards for Language Model Safety

Emotion-LLaMA: Multimodal Emotion Recognition and Reasoning with Instruction Tuning

Boosting Code-Switching ASR with Mixture of Experts Enhanced Speech-Conditioned LLM

LoFiT: Localized Fine-tuning on LLM Representations

Joint Embeddings for Graph Instruction Tuning

Rephrase and Contrast: Fine-Tuning Language Models for Enhanced Understanding of Communication and Computer Networks

Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation for Classification

Debiasing Vison-Language Models with Text-Only Training

Self-Powered LLM Modality Expansion for Large Speech-Text Models

Enhancing Zeroth-order Fine-tuning for Language Models with Low-rank Structures

RoQLlama: A Lightweight Romanian Adapted Language Model

LLM Agents as 6G Orchestrator: A Paradigm for Task-Oriented Physical-Layer Automation

MUSCLE: A Model Update Strategy for Compatible LLM Evolution

Towards Implicit Bias Detection and Mitigation in Multi-Agent LLM Interactions