语言大模型 / LLM - arXivDaily 专题

2406.10908 2024-10-16 cs.CL 77%

Logit Separability-Driven Samples and Multiple Class-Related Words Selection for Advancing In-Context Learning

Zhu Zixiao, Feng Zijian, Zhou Hanzhang, Qian Junlang, Mao Kezhi

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

Comments 20 pages, 10 figures

2410.10739 2024-10-15 cs.CL 77%

Balancing Continuous Pre-Training and Instruction Fine-Tuning: Optimizing Instruction-Following in LLMs

Ishan Jindal, Chandana Badrinath, Pranjal Bharti, Lakkidi Vinay, Sachin Dev Sharma

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

2408.08676 2024-10-15 cs.AI astro-ph.IM 77%

Fine-tuning LLMs for Autonomous Spacecraft Control: A Case Study Using Kerbal Space Program

Alejandro Carrasco, Victor Rodriguez-Fernandez, Richard Linares

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

Comments ESA SPAICE Conference 2024. arXiv admin note: text overlap with arXiv:2404.00413

2406.16562 2024-10-11 cs.CV cs.CL 77%

EVALALIGN: Supervised Fine-Tuning Multimodal LLMs with Human-Aligned Data for Evaluating Text-to-Image Models

Zhiyu Tan, Xiaomeng Yang, Luozheng Qin, Mengping Yang, Cheng Zhang, Hao Li

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

Comments Project page: https://sais-fuxi.github.io/projects/evalalign/

2405.00942 2024-10-11 cs.CV cs.CL 77%

Teaching Human Behavior Improves Content Understanding Abilities Of LLMs

Somesh Singh, Harini S, Yaman K Singla, Veeky Baths, Rajiv Ratn Shah, Changyou Chen, Balaji Krishnamurthy

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

2402.16671 2024-10-08 cs.CL 77%

StructLM: Towards Building Generalist Models for Structured Knowledge Grounding

Alex Zhuang, Ge Zhang, Tianyu Zheng, Xinrun Du, Junjie Wang, Weiming Ren, Stephen W. Huang, Jie Fu, Xiang Yue, Wenhu Chen

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

Comments Technical Report

2402.16367 2024-10-08 cs.CL 77%

Unraveling Babel: Exploring Multilingual Activation Patterns of LLMs and Their Applications

Weize Liu, Yinlong Xu, Hongxia Xu, Jintai Chen, Xuming Hu, Jian Wu

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

Comments Accepted to EMNLP 2024 Main Conference

2312.05621 2024-10-08 cs.CL 77%

PILLOW: Enhancing Efficient Instruction Fine-tuning via Prompt Matching

Zhenting Qi, Xiaoyu Tan, Shaojie Shi, Chao Qu, Yinghui Xu, Yuan Qi

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

Comments Accepted by EMNLP 2023 (Industry Track), Oral Presentation

2407.00191 2024-10-07 cs.CL 77%

MetaKP: On-Demand Keyphrase Generation

Di Wu, Xiaoxian Shen, Kai-Wei Chang

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

Comments EMNLP 2024 (Findings)

2406.17600 2024-10-07 cs.CL 77%

"Seeing the Big through the Small": Can LLMs Approximate Human Judgment Distributions on NLI from a Few Explanations?

Beiduo Chen, Xinpeng Wang, Siyao Peng, Robert Litschko, Anna Korhonen, Barbara Plank

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

Comments Accepted by EMNLP 2024 Findings, 24 pages, 9 figures

2402.16382 2024-10-04 cs.CL 77%

Immunization against harmful fine-tuning attacks

Domenic Rosati, Jan Wehner, Kai Williams, Łukasz Bartoszcze, Jan Batzner, Hassan Sajjad, Frank Rudzicz

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

Comments Published in EMNLP 2024

2406.12128 2024-10-01 cs.CL 77%

AI "News" Content Farms Are Easy to Make and Hard to Detect: A Case Study in Italian

Giovanni Puccetti, Anna Rogers, Chiara Alzetta, Felice Dell'Orletta, Andrea Esuli

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

Comments In proceedings of ACL 2024

2405.17627 2024-10-01 cs.LG 77%

Salutary Labeling with Zero Human Annotation

Wenxiao Xiao, Hongfu Liu

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

2409.15292 2024-09-25 cs.RO cs.AI 77%

SketcherX: AI-Driven Interactive Robotic drawing with Diffusion model and Vectorization Techniques

Jookyung Song, Mookyoung Kang, Nojun Kwak

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

Comments 10 pages, 10 figures

2409.13177 2024-09-23 cs.LG cs.CR 77%

An Adaptive End-to-End IoT Security Framework Using Explainable AI and LLMs

Sudipto Baral, Sajal Saha, Anwar Haque

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

Comments 6 pages, 1 figure, Accepted in 2024 IEEE WF-IoT Conference

2409.07463 2024-09-13 cs.CV cs.LG 77%

Multi-Modal Instruction-Tuning Small-Scale Language-and-Vision Assistant for Semiconductor Electron Micrograph Analysis

Sakhinana Sagar Srinivas, Geethan Sannidhi, Venkataramana Runkana

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

Comments Paper published at AAAI 2024 Spring Symposium Series

2409.00217 2024-09-10 cs.CL cs.SD eess.AS 77%

ProGRes: Prompted Generative Rescoring on ASR n-Best

Ada Defne Tur, Adel Moumen, Mirco Ravanelli

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

Comments IEEE Spoken Language Technology Workshop

2409.03206 2024-09-06 cs.CV cs.AI 77%

TC-LLaVA: Rethinking the Transfer from Image to Video Understanding with Temporal Considerations

Mingze Gao, Jingyu Liu, Mingda Li, Jiangtao Xie, Qingbin Liu, Bo Zhao, Xi Chen, Hui Xiong

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

2409.00571 2024-09-04 cs.CR cs.AI 77%

Enhancing Source Code Security with LLMs: Demystifying The Challenges and Generating Reliable Repairs

Nafis Tanveer Islam, Joseph Khoury, Andrew Seong, Elias Bou-Harb, Peyman Najafirad

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

2408.16502 2024-08-30 cs.CL 77%

LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?

Jan Cegin, Jakub Simko, Peter Brusilovsky

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

Comments 20 pages

2402.13546 2024-08-27 cs.CL cs.CV 77%

LLMs Meet Long Video: Advancing Long Video Question Answering with An Interactive Visual Adapter in LLMs

Yunxin Li, Xinyu Chen, Baotain Hu, Min Zhang

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

Comments 12 pages; working in progress

2408.10549 2024-08-21 cs.AI 77%

AI-Based IVR

Gassyrbek Kosherbay, Nurgissa Apbaz

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

Comments in Russian language

2408.07990 2024-08-16 cs.CL 77%

FuseChat: Knowledge Fusion of Chat Models

Fanqi Wan, Longguang Zhong, Ziyi Yang, Ruijun Chen, Xiaojun Quan

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

Comments Work in progress

2408.05404 2024-08-13 cs.CL 77%

LaiDA: Linguistics-aware In-context Learning with Data Augmentation for Metaphor Components Identification

Hongde Liu, Chenyuan He, Feiyang Meng, Changyong Niu, Yuxiang Jia

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

Comments This paper has been accepted by NLPCC 2024 Shared Tasks

2408.05362 2024-08-13 cs.HC cs.AI 77%

MindSpeech: Continuous Imagined Speech Decoding using High-Density fNIRS and Prompt Tuning for Advanced Human-AI Interaction

Suyi Zhang, Ekram Alam, Jack Baber, Francesca Bianco, Edward Turner, Maysam Chamanzar, Hamid Dehghani

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

2307.07705 2024-08-08 cs.CL 77%

CA-LoRA: Adapting Existing LoRA for Compressed LLMs to Enable Efficient Multi-Tasking on Personal Devices

Weilin Zhao, Yuxiang Huang, Xu Han, Zhiyuan Liu, Zhengyan Zhang, Kuai Li, Chen Chen, Tao Yang, Maosong Sun

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

2408.02006 2024-08-06 cs.CL 77%

LLaSA: Large Language and E-Commerce Shopping Assistant

Shuo Zhang, Boci Peng, Xinping Zhao, Boren Hu, Yun Zhu, Yanjia Zeng, Xuming Hu

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

Comments Accepted by KDD 2024 Workshop (Oral)

2408.01505 2024-08-06 cs.CL 77%

MoDE: Effective Multi-task Parameter Efficient Fine-Tuning with a Mixture of Dyadic Experts

Lin Ning, Harsh Lara, Meiqi Guo, Abhinav Rastogi

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

2408.01323 2024-08-05 cs.CL 77%

FANNO: Augmenting High-Quality Instruction Data with Open-Sourced LLMs Only

He Zhu, Junyou Su, Tianle Lun, Yicheng Tao, Wenjia Zhang, Zipei Fan, Guanhua Chen

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

2408.00290 2024-08-02 cs.CV cs.AI 77%

Multi-Modal Parameter-Efficient Fine-tuning via Graph Neural Network

Bin Cheng, Jiaxuan Lu

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

1. 指令微调 11714 篇

Logit Separability-Driven Samples and Multiple Class-Related Words Selection for Advancing In-Context Learning

Balancing Continuous Pre-Training and Instruction Fine-Tuning: Optimizing Instruction-Following in LLMs

Fine-tuning LLMs for Autonomous Spacecraft Control: A Case Study Using Kerbal Space Program

EVALALIGN: Supervised Fine-Tuning Multimodal LLMs with Human-Aligned Data for Evaluating Text-to-Image Models

Teaching Human Behavior Improves Content Understanding Abilities Of LLMs

StructLM: Towards Building Generalist Models for Structured Knowledge Grounding

Unraveling Babel: Exploring Multilingual Activation Patterns of LLMs and Their Applications

PILLOW: Enhancing Efficient Instruction Fine-tuning via Prompt Matching

MetaKP: On-Demand Keyphrase Generation

"Seeing the Big through the Small": Can LLMs Approximate Human Judgment Distributions on NLI from a Few Explanations?

Immunization against harmful fine-tuning attacks

AI "News" Content Farms Are Easy to Make and Hard to Detect: A Case Study in Italian

Salutary Labeling with Zero Human Annotation

SketcherX: AI-Driven Interactive Robotic drawing with Diffusion model and Vectorization Techniques

An Adaptive End-to-End IoT Security Framework Using Explainable AI and LLMs

Multi-Modal Instruction-Tuning Small-Scale Language-and-Vision Assistant for Semiconductor Electron Micrograph Analysis

ProGRes: Prompted Generative Rescoring on ASR n-Best

TC-LLaVA: Rethinking the Transfer from Image to Video Understanding with Temporal Considerations

Enhancing Source Code Security with LLMs: Demystifying The Challenges and Generating Reliable Repairs

LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?

LLMs Meet Long Video: Advancing Long Video Question Answering with An Interactive Visual Adapter in LLMs

AI-Based IVR

FuseChat: Knowledge Fusion of Chat Models

LaiDA: Linguistics-aware In-context Learning with Data Augmentation for Metaphor Components Identification

MindSpeech: Continuous Imagined Speech Decoding using High-Density fNIRS and Prompt Tuning for Advanced Human-AI Interaction

CA-LoRA: Adapting Existing LoRA for Compressed LLMs to Enable Efficient Multi-Tasking on Personal Devices

LLaSA: Large Language and E-Commerce Shopping Assistant

MoDE: Effective Multi-task Parameter Efficient Fine-Tuning with a Mixture of Dyadic Experts

FANNO: Augmenting High-Quality Instruction Data with Open-Sourced LLMs Only

Multi-Modal Parameter-Efficient Fine-tuning via Graph Neural Network