语言大模型 / LLM - arXivDaily 专题

2405.03236 2024-05-07 cs.LG stat.ML 77%

Federated Reinforcement Learning with Constraint Heterogeneity

Hao Jin, Liangyu Zhang, Zhihua Zhang

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

2405.02710 2024-05-07 cs.CL 77%

Enhancing News Summarization with ELearnFit through Efficient In-Context Learning and Efficient Fine-Tuning

Che Guan, Andrew Chin, Puya Vahabi

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

Comments 9 Pages

2310.02556 2024-05-01 cs.CL cs.CV 77%

NOLA: Compressing LoRA using Linear Combination of Random Basis

Soroush Abbasi Koohpayegani, KL Navaneet, Parsa Nooralinejad, Soheil Kolouri, Hamed Pirsiavash

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

Comments ICLR 2024. Our code is available here: https://github.com/UCDvision/NOLA

2404.17780 2024-04-30 cs.MA cs.AI 77%

Verco: Learning Coordinated Verbal Communication for Multi-agent Reinforcement Learning

Dapeng Li, Hang Dong, Lu Wang, Bo Qiao, Si Qin, Qingwei Lin, Dongmei Zhang, Qi Zhang, Zhiwei Xu, Bin Zhang, Guoliang Fan

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

Comments 12 pages, 6 figures

2404.13033 2024-04-22 cs.CL 77%

Sample Design Engineering: An Empirical Study of What Makes Good Downstream Fine-Tuning Samples for LLMs

Biyang Guo, He Wang, Wenyilin Xiao, Hong Chen, Zhuxin Lee, Songqiao Han, Hailiang Huang

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

Comments 23 pages, 12 figures, 14 tables

2308.10261 2024-04-17 cs.CL 77%

How Good Are LLMs at Out-of-Distribution Detection?

Bo Liu, Liming Zhan, Zexin Lu, Yujie Feng, Lei Xue, Xiao-Ming Wu

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

Comments Accepted at COLING 2024

2310.02973 2024-04-04 cs.CL cs.SD eess.AS 77%

UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructions

Siddhant Arora, Hayato Futami, Jee-weon Jung, Yifan Peng, Roshan Sharma, Yosuke Kashiwagi, Emiru Tsunoo, Karen Livescu, Shinji Watanabe

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

Comments Accepted at NAACL 2024

2404.00950 2024-04-02 cs.CL 77%

AISPACE at SemEval-2024 task 8: A Class-balanced Soft-voting System for Detecting Multi-generator Machine-generated Text

Renhua Gu, Xiangfeng Meng

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

Comments 1st place at SemEval-2024 Task 8, Subtask B, to appear in SemEval-2024 proceedings

2404.00189 2024-04-02 cs.CL 77%

GPTA: Generative Prompt Tuning Assistant for Synergistic Downstream Neural Network Enhancement with LLMs

Xiao Liu, Jiawei Zhang

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

2403.18958 2024-03-29 cs.SE cs.AI 77%

A State-of-the-practice Release-readiness Checklist for Generative AI-based Software Products

Harsh Patel, Dominique Boucher, Emad Fallahzadeh, Ahmed E. Hassan, Bram Adams

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

2308.06463 2024-03-27 cs.CL 77%

GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher

Youliang Yuan, Wenxiang Jiao, Wenxuan Wang, Jen-tse Huang, Pinjia He, Shuming Shi, Zhaopeng Tu

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

Comments Accepted by ICLR 2024. 21 pages, 3 figures, 13 tables

2403.16396 2024-03-26 cs.CL 77%

Is There a One-Model-Fits-All Approach to Information Extraction? Revisiting Task Definition Biases

Wenhao Huang, Qianyu He, Zhixu Li, Jiaqing Liang, Yanghua Xiao

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

Comments 15 pages, 4 figures

2403.14374 2024-03-22 cs.CL cs.IR 77%

FIT-RAG: Black-Box RAG with Factual Information and Token Reduction

Yuren Mao, Xuemei Dong, Wenyi Xu, Yunjun Gao, Bin Wei, Ying Zhang

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

2306.12725 2024-03-21 cs.CL 77%

Generative Multimodal Entity Linking

Senbao Shi, Zhenran Xu, Baotian 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 Accepted by LREC-COLING 2024

2202.08876 2024-03-13 stat.ML cs.LG 77%

An alternative approach to train neural networks using monotone variational inequality

Chen Xu, Xiuyuan Cheng, Yao Xie

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

2307.06148 2024-03-12 cs.LG 77%

NetGPT: A Native-AI Network Architecture Beyond Provisioning Personalized Generative Services

Yuxuan Chen, Rongpeng Li, Zhifeng Zhao, Chenghui Peng, Jianjun Wu, Ekram Hossain, Honggang Zhang

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

2310.03668 2024-03-07 cs.CL 77%

GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction

Oscar Sainz, Iker García-Ferrero, Rodrigo Agerri, Oier Lopez de Lacalle, German Rigau, Eneko Agirre

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

Comments The Twelfth International Conference on Learning Representations - ICLR 2024

2308.05696 2024-03-01 cs.CL 77%

A Preliminary Study of the Intrinsic Relationship between Complexity and Alignment

Yingxiu Zhao, Bowen Yu, Binyuan Hui, Haiyang Yu, Fei Huang, Yongbin Li, Nevin L. Zhang

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

Comments LREC-Coling 2024

2402.13016 2024-02-21 cs.CL 77%

Understanding the effects of language-specific class imbalance in multilingual fine-tuning

Vincent Jung, Lonneke van der Plas

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

Comments To be published in: Findings of the Association for Computational Linguistics: EACL 2024

2402.04588 2024-02-20 cs.CL 77%

UltraLink: An Open-Source Knowledge-Enhanced Multilingual Supervised Fine-tuning Dataset

Haoyu Wang, Shuo Wang, Yukun Yan, Xujia Wang, Zhiyu Yang, Yuzhuang Xu, Zhenghao Liu, Liner Yang, Ning Ding, Xu Han, Zhiyuan Liu, Maosong Sun

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

Comments Work in Progress

2402.08968 2024-02-15 cs.AI 77%

GrounDial: Human-norm Grounded Safe Dialog Response Generation

Siwon Kim, Shuyang Dai, Mohammad Kachuee, Shayan Ray, Tara Taghavi, Sungroh Yoon

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

Comments Accepted to findings of EACL 2024

2402.06094 2024-02-12 cs.CL 77%

Rethinking Data Selection for Supervised Fine-Tuning

Ming Shen

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

2402.05723 2024-02-09 cs.LG cs.CR 77%

In-Context Learning Can Re-learn Forbidden Tasks

Sophie Xhonneux, David Dobre, Jian Tang, Gauthier Gidel, Dhanya Sridhar

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

Comments 19 pages, 7 figures

2310.00152 2024-02-09 cs.CL 77%

Learning to Rewrite Prompts for Personalized Text Generation

Cheng Li, Mingyang Zhang, Qiaozhu Mei, Weize Kong, Michael Bendersky

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 the ACM Web Conference 2024 (WWW '24)

2401.00006 2024-02-07 cs.AI 77%

Building Open-Ended Embodied Agent via Language-Policy Bidirectional Adaptation

Shaopeng Zhai, Jie Wang, Tianyi Zhang, Fuxian Huang, Qi Zhang, Ming Zhou, Jing Hou, Yu Qiao, Yu Liu

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

2401.13810 2024-01-26 cs.CL cs.SE 77%

Automated Root Causing of Cloud Incidents using In-Context Learning with GPT-4

Xuchao Zhang, Supriyo Ghosh, Chetan Bansal, Rujia Wang, Minghua Ma, Yu Kang, Saravan Rajmohan

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

2401.01761 2024-01-05 cs.CL 77%

Cross-target Stance Detection by Exploiting Target Analytical Perspectives

Daijun Ding, Rong Chen, Liwen Jing, Bowen Zhang, Xu Huang, Li Dong, Xiaowen Zhao, Ge Song

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

2401.00503 2024-01-02 cs.LG 77%

Viz: A QLoRA-based Copyright Marketplace for Legally Compliant Generative AI

Dipankar Sarkar

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

2312.16351 2023-12-29 cs.DB cs.AI 77%

LLMs with User-defined Prompts as Generic Data Operators for Reliable Data Processing

Luyi Ma, Nikhil Thakurdesai, Jiao Chen, Jianpeng Xu, Evren Korpeoglu, Sushant Kumar, Kannan Achan

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

Comments 5 pages, 8 figures, 1st IEEE International Workshop on Data Engineering and Modeling for AI (DEMAI), IEEE BigData 2023

2312.15907 2023-12-27 cs.CL 77%

Align on the Fly: Adapting Chatbot Behavior to Established Norms

Chunpu Xu, Steffi Chern, Ethan Chern, Ge Zhang, Zekun Wang, Ruibo Liu, Jing Li, Jie Fu, Pengfei Liu

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

1. 指令微调 11714 篇

Federated Reinforcement Learning with Constraint Heterogeneity

Enhancing News Summarization with ELearnFit through Efficient In-Context Learning and Efficient Fine-Tuning

NOLA: Compressing LoRA using Linear Combination of Random Basis

Verco: Learning Coordinated Verbal Communication for Multi-agent Reinforcement Learning

Sample Design Engineering: An Empirical Study of What Makes Good Downstream Fine-Tuning Samples for LLMs

How Good Are LLMs at Out-of-Distribution Detection?

UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructions

AISPACE at SemEval-2024 task 8: A Class-balanced Soft-voting System for Detecting Multi-generator Machine-generated Text

GPTA: Generative Prompt Tuning Assistant for Synergistic Downstream Neural Network Enhancement with LLMs

A State-of-the-practice Release-readiness Checklist for Generative AI-based Software Products

GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher

Is There a One-Model-Fits-All Approach to Information Extraction? Revisiting Task Definition Biases

FIT-RAG: Black-Box RAG with Factual Information and Token Reduction

Generative Multimodal Entity Linking

An alternative approach to train neural networks using monotone variational inequality

NetGPT: A Native-AI Network Architecture Beyond Provisioning Personalized Generative Services

GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction

A Preliminary Study of the Intrinsic Relationship between Complexity and Alignment

Understanding the effects of language-specific class imbalance in multilingual fine-tuning

UltraLink: An Open-Source Knowledge-Enhanced Multilingual Supervised Fine-tuning Dataset

GrounDial: Human-norm Grounded Safe Dialog Response Generation

Rethinking Data Selection for Supervised Fine-Tuning

In-Context Learning Can Re-learn Forbidden Tasks

Learning to Rewrite Prompts for Personalized Text Generation

Building Open-Ended Embodied Agent via Language-Policy Bidirectional Adaptation

Automated Root Causing of Cloud Incidents using In-Context Learning with GPT-4

Cross-target Stance Detection by Exploiting Target Analytical Perspectives

Viz: A QLoRA-based Copyright Marketplace for Legally Compliant Generative AI

LLMs with User-defined Prompts as Generic Data Operators for Reliable Data Processing

Align on the Fly: Adapting Chatbot Behavior to Established Norms