语言大模型 / LLM - arXivDaily 专题

2409.16783 2024-09-26 cs.CL cs.AI cs.CR 88%

Holistic Automated Red Teaming for Large Language Models through Top-Down Test Case Generation and Multi-turn Interaction

Jinchuan Zhang, Yan Zhou, Yaxin Liu, Ziming Li, Songlin Hu

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

Comments EMNLP 2024 camera ready version

2409.16331 2024-09-26 cs.CL cs.AI 88%

Exploring the traditional NMT model and Large Language Model for chat translation

Jinlong Yang, Hengchao Shang, Daimeng Wei, Jiaxin Guo, Zongyao Li, Zhanglin Wu, Zhiqiang Rao, Shaojun Li, Yuhao Xie, Yuanchang Luo, Jiawei Zheng, Bin Wei, Hao Yang

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

Comments 7 pages, 6 Tables, WMT24

2409.13733 2024-09-24 cs.CL cs.AI cs.HC 88%

RNR: Teaching Large Language Models to Follow Roles and Rules

Kuan Wang, Alexander Bukharin, Haoming Jiang, Qingyu Yin, Zhengyang Wang, Tuo Zhao, Jingbo Shang, Chao Zhang, Bing Yin, Xian Li, Jianshu Chen, Shiyang Li

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

2404.00656 2024-09-24 cs.CL cs.AI cs.SD eess.AS 88%

WavLLM: Towards Robust and Adaptive Speech Large Language Model

Shujie Hu, Long Zhou, Shujie Liu, Sanyuan Chen, Lingwei Meng, Hongkun Hao, Jing Pan, Xunying Liu, Jinyu Li, Sunit Sivasankaran, Linquan Liu, Furu Wei

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

Comments accepted by EMNLP2024 findings

2409.12425 2024-09-20 cs.CL cs.LG 88%

Zero-to-Strong Generalization: Eliciting Strong Capabilities of Large Language Models Iteratively without Gold Labels

Chaoqun Liu, Qin Chao, Wenxuan Zhang, Xiaobao Wu, Boyang Li, Anh Tuan Luu, Lidong Bing

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

Comments 15 pages

2407.20578 2024-09-17 cs.CL cs.AI cs.CY 88%

Comparison of Large Language Models for Generating Contextually Relevant Questions

Ivo Lodovico Molina, Valdemar Švábenský, Tsubasa Minematsu, Li Chen, Fumiya Okubo, Atsushi Shimada

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

Comments Published in Springer ECTEL 2024 conference proceedings, see https://doi.org/10.1007/978-3-031-72312-4_18

2408.15915 2024-09-10 cs.CV cs.AI cs.CL 88%

Leveraging Open Knowledge for Advancing Task Expertise in Large Language Models

Yuncheng Yang, Yulei Qin, Tong Wu, Zihan Xu, Gang Li, Pengcheng Guo, Hang Shao, Yuchen Shi, Ke Li, Xing Sun, Jie Yang, Yun Gu

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

Comments 29 pages, 12 tables, 10 figures

2408.12942 2024-09-02 cs.CL cs.AI 88%

Causal-Guided Active Learning for Debiasing Large Language Models

Li Du, Zhouhao Sun, Xiao Ding, Yixuan Ma, Yang Zhao, Kaitao Qiu, Ting Liu, Bing Qin

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

Comments Accepted as ACL 2024 main conference & Rewared as Outstanding Paper

2408.13282 2024-08-27 cs.CL cs.LG 88%

Question answering system of bridge design specification based on large language model

Leye Zhang, Xiangxiang Tian, Hongjun Zhang

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

Comments 10 pages, 7 figures

2406.00628 2024-08-12 cs.CL cs.CR cs.CY cs.LG 88%

Transforming Computer Security and Public Trust Through the Exploration of Fine-Tuning Large Language Models

Garrett Crumrine, Izzat Alsmadi, Jesus Guerrero, Yuvaraj Munian

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

Comments A preprint, 17 pages. 11 images

2404.09753 2024-08-08 cs.CL cs.LG 88%

Personalized Collaborative Fine-Tuning for On-Device Large Language Models

Nicolas Wagner, Dongyang Fan, Martin Jaggi

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

Journal ref COLM 2024

2408.00584 2024-08-02 cs.CL cs.AI 88%

Non Verbis, Sed Rebus: Large Language Models are Weak Solvers of Italian Rebuses

Gabriele Sarti, Tommaso Caselli, Malvina Nissim, Arianna Bisazza

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

Comments Code: https://github.com/gsarti/verbalized-rebus. Artifacts: https://huggingface.co/collections/gsarti/verbalized-rebus-clic-it-2024-66ab8f11cb04e68bdf4fb028

2407.18483 2024-08-01 cs.CL cs.AI 88%

A Role-specific Guided Large Language Model for Ophthalmic Consultation Based on Stylistic Differentiation

Laiyi Fu, Binbin Fan, Hongkai Du, Yanxiang Feng, Chunhua Li, Huping Song

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

2407.21011 2024-07-31 cs.CV cs.AI cs.LG 88%

CLEFT: Language-Image Contrastive Learning with Efficient Large Language Model and Prompt Fine-Tuning

Yuexi Du, Brian Chang, Nicha C. Dvornek

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

Comments Accepted by MICCAI 2024

2407.18129 2024-07-29 cs.CL cs.AI 88%

Dallah: A Dialect-Aware Multimodal Large Language Model for Arabic

Fakhraddin Alwajih, Gagan Bhatia, Muhammad Abdul-Mageed

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

2403.14888 2024-07-29 cs.CL cs.AI 88%

AutoRE: Document-Level Relation Extraction with Large Language Models

Lilong Xue, Dan Zhang, Yuxiao Dong, Jie Tang

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

Comments 10 pages, 4 figures

2407.16047 2024-07-24 cs.CL cs.AI 88%

Leveraging Large Language Models to Geolocate Linguistic Variations in Social Media Posts

Davide Savarro, Davide Zago, Stefano Zoia

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

2405.07761 2024-07-23 cs.LG cs.AI cs.SC math-ph math.MP stat.AP 88%

LLM4ED: Large Language Models for Automatic Equation Discovery

Mengge Du, Yuntian Chen, Zhongzheng Wang, Longfeng Nie, Dongxiao Zhang

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

2404.15159 2024-07-23 cs.CL cs.AI 88%

MixLoRA: Enhancing Large Language Models Fine-Tuning with LoRA-based Mixture of Experts

Dengchun Li, Yingzi Ma, Naizheng Wang, Zhengmao Ye, Zhiyuan Cheng, Yinghao Tang, Yan Zhang, Lei Duan, Jie Zuo, Cal Yang, Mingjie Tang

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

Comments 18 pages, 5 figures

2407.08967 2024-07-15 cs.CL cs.AI 88%

Empowering Few-Shot Relation Extraction with The Integration of Traditional RE Methods and Large Language Models

Ye Liu, Kai Zhang, Aoran Gan, Linan Yue, Feng Hu, Qi Liu, Enhong Chen

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

2407.02528 2024-07-04 cs.CR cs.AI cs.CL 88%

Actionable Cyber Threat Intelligence using Knowledge Graphs and Large Language Models

Romy Fieblinger, Md Tanvirul Alam, Nidhi Rastogi

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

Comments 6th Workshop on Attackers and Cyber-Crime Operations, 12 pages, 1 figure, 9 tables

2407.01953 2024-07-03 cs.CE cs.AI cs.LG q-fin.CP 88%

CatMemo at the FinLLM Challenge Task: Fine-Tuning Large Language Models using Data Fusion in Financial Applications

Yupeng Cao, Zhiyuan Yao, Zhi Chen, Zhiyang Deng

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

2406.11736 2024-06-18 cs.CL cs.AI 88%

Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models

Fangzhi Xu, Qiushi Sun, Kanzhi Cheng, Jun Liu, Yu Qiao, Zhiyong Wu

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

Comments 18 pages, 6 figures

2406.04371 2024-06-18 cs.CL cs.AI 88%

Phased Instruction Fine-Tuning for Large Language Models

Wei Pang, Chuan Zhou, Xiao-Hua Zhou, Xiaojie Wang

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

Comments The final version, to be appear at ACL 2024 Findings

2405.17053 2024-06-18 cs.NI cs.AI cs.LG 88%

WirelessLLM: Empowering Large Language Models Towards Wireless Intelligence

Jiawei Shao, Jingwen Tong, Qiong Wu, Wei Guo, Zijian Li, Zehong Lin, Jun Zhang

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

2401.13201 2024-06-11 cs.CV cs.AI cs.CL 88%

MLLMReID: Multimodal Large Language Model-based Person Re-identification

Shan Yang, Yongfei Zhang

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

2406.04836 2024-06-10 cs.CL cs.AI 88%

Revisiting Catastrophic Forgetting in Large Language Model Tuning

Hongyu Li, Liang Ding, Meng Fang, Dacheng Tao

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

2402.11709 2024-06-10 cs.CL cs.AI 88%

GNNavi: Navigating the Information Flow in Large Language Models by Graph Neural Network

Shuzhou Yuan, Ercong Nie, Michael Färber, Helmut Schmid, Hinrich Schütze

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

Comments ACL2024 Findings

2404.15485 2024-06-10 cs.CL cs.AI 88%

Evaluating the Efficacy of Large Language Models in Identifying Phishing Attempts

Het Patel, Umair Rehman, Farkhund Iqbal

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

Comments 7 pages, 3 figures

2401.06568 2024-06-07 cs.CL cs.AI 88%

Lost in the Source Language: How Large Language Models Evaluate the Quality of Machine Translation

Xu Huang, Zhirui Zhang, Xiang Geng, Yichao Du, Jiajun Chen, Shujian Huang

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

Comments Accepted by ACL2024 Findings

1. 指令微调 11567 篇

Holistic Automated Red Teaming for Large Language Models through Top-Down Test Case Generation and Multi-turn Interaction

Exploring the traditional NMT model and Large Language Model for chat translation

RNR: Teaching Large Language Models to Follow Roles and Rules

WavLLM: Towards Robust and Adaptive Speech Large Language Model

Zero-to-Strong Generalization: Eliciting Strong Capabilities of Large Language Models Iteratively without Gold Labels

Comparison of Large Language Models for Generating Contextually Relevant Questions

Leveraging Open Knowledge for Advancing Task Expertise in Large Language Models

Causal-Guided Active Learning for Debiasing Large Language Models

Question answering system of bridge design specification based on large language model

Transforming Computer Security and Public Trust Through the Exploration of Fine-Tuning Large Language Models

Personalized Collaborative Fine-Tuning for On-Device Large Language Models

Non Verbis, Sed Rebus: Large Language Models are Weak Solvers of Italian Rebuses

A Role-specific Guided Large Language Model for Ophthalmic Consultation Based on Stylistic Differentiation

CLEFT: Language-Image Contrastive Learning with Efficient Large Language Model and Prompt Fine-Tuning

Dallah: A Dialect-Aware Multimodal Large Language Model for Arabic

AutoRE: Document-Level Relation Extraction with Large Language Models

Leveraging Large Language Models to Geolocate Linguistic Variations in Social Media Posts

LLM4ED: Large Language Models for Automatic Equation Discovery

MixLoRA: Enhancing Large Language Models Fine-Tuning with LoRA-based Mixture of Experts

Empowering Few-Shot Relation Extraction with The Integration of Traditional RE Methods and Large Language Models

Actionable Cyber Threat Intelligence using Knowledge Graphs and Large Language Models

CatMemo at the FinLLM Challenge Task: Fine-Tuning Large Language Models using Data Fusion in Financial Applications

Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models

Phased Instruction Fine-Tuning for Large Language Models

WirelessLLM: Empowering Large Language Models Towards Wireless Intelligence

MLLMReID: Multimodal Large Language Model-based Person Re-identification

Revisiting Catastrophic Forgetting in Large Language Model Tuning

GNNavi: Navigating the Information Flow in Large Language Models by Graph Neural Network

Evaluating the Efficacy of Large Language Models in Identifying Phishing Attempts

Lost in the Source Language: How Large Language Models Evaluate the Quality of Machine Translation