语言大模型 / LLM - arXivDaily 专题

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

2410.01869 2024-10-04 cs.DB cs.AI cs.SE 85%

Enhancing LLM Fine-tuning for Text-to-SQLs by SQL Quality Measurement

Shouvon Sarker, Xishuang Dong, Xiangfang Li, Lijun Qian

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

2404.19335 2024-10-04 cs.CL 85%

StablePT: Towards Stable Prompting for Few-shot Learning via Input Separation

Xiaoming Liu, Chen Liu, Zhaohan Zhang, Chengzhengxu Li, Longtian Wang, Yu Lan, Chao Shen

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

Comments EMNLP 2024 Findings

2311.08369 2024-10-02 cs.CL 85%

How You Prompt Matters! Even Task-Oriented Constraints in Instructions Affect LLM-Generated Text Detection

Ryuto Koike, Masahiro Kaneko, Naoaki Okazaki

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

Comments EMNLP 2024 Findings camera ready. Dataset available at https://github.com/ryuryukke/HowYouPromptMatters

2409.16563 2024-09-26 cs.AI 85%

Enhancing disease detection in radiology reports through fine-tuning lightweight LLM on weak labels

Yishu Wei, Xindi Wang, Hanley Ong, Yiliang Zhou, Adam Flanders, George Shih, Yifan Peng

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

2401.02731 2024-09-25 cs.AI 85%

Parameter-Efficient Sparsity Crafting from Dense to Mixture-of-Experts for Instruction Tuning on General Tasks

Haoyuan Wu, Haisheng Zheng, Zhuolun He, Bei Yu

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

2401.08315 2024-08-14 cs.CL 85%

Application of LLM Agents in Recruitment: A Novel Framework for Resume Screening

Chengguang Gan, Qinghao Zhang, Tatsunori Mori

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

Comments Accept by Journal of Information Processing,(2024), 18 pages, 19 figures

2408.05882 2024-08-13 cs.CL 85%

Creating Arabic LLM Prompts at Scale

Abdelrahman El-Sheikh, Ahmed Elmogtaba, Kareem Darwish, Muhammad Elmallah, Ashraf Elneima, Hassan Sawaf

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

2405.20089 2024-08-07 cs.CL 85%

The Fine-Tuning Paradox: Boosting Translation Quality Without Sacrificing LLM Abilities

David Stap, Eva Hasler, Bill Byrne, Christof Monz, Ke Tran

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 ACL 2024 (long, main). Latest version includes link to the IdiomsInCtx-MT dataset

2407.17813 2024-07-26 cs.CV cs.AI 85%

Enhancing Model Performance: Another Approach to Vision-Language Instruction Tuning

Vedanshu, MM Tripathi, Bhavnesh Jaint

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

2405.06649 2024-07-15 q-bio.BM cs.LG q-bio.MN 85%

ProLLM: Protein Chain-of-Thoughts Enhanced LLM for Protein-Protein Interaction Prediction

Mingyu Jin, Haochen Xue, Zhenting Wang, Boming Kang, Ruosong Ye, Kaixiong Zhou, Mengnan Du, Yongfeng Zhang

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

Comments Accepted by COLM 2024

2401.09181 2024-06-28 cs.LG 85%

Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer

Junhao Zheng, Qianli Ma, Zhen Liu, Binquan Wu, Huawen Feng

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

2403.06131 2024-06-21 cs.CR cs.AI 85%

FewFedPIT: Towards Privacy-preserving and Few-shot Federated Instruction Tuning

Zhuo Zhang, Jingyuan Zhang, Jintao Huang, Lizhen Qu, Hongzhi Zhang, Qifan Wang, Xun Zhou, Zenglin Xu

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

Comments Work in progress

2406.06822 2024-06-12 cs.CR cs.AI cs.SE 85%

An LLM-Assisted Easy-to-Trigger Backdoor Attack on Code Completion Models: Injecting Disguised Vulnerabilities against Strong Detection

Shenao Yan, Shen Wang, Yue Duan, Hanbin Hong, Kiho Lee, Doowon Kim, Yuan Hong

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

Comments To appear in USENIX Security '24

2406.05249 2024-06-11 cs.CE cs.AI 85%

A Language Model-Guided Framework for Mining Time Series with Distributional Shifts

Haibei Zhu, Yousef El-Laham, Elizabeth Fons, Svitlana Vyetrenko

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

2402.11517 2024-06-07 cs.CL 85%

Knowledge-to-SQL: Enhancing SQL Generation with Data Expert LLM

Zijin Hong, Zheng Yuan, Hao Chen, Qinggang Zhang, Feiran Huang, Xiao Huang

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 ACL2024 Findings

2310.00901 2024-06-05 cs.CL 85%

PACIT: Unlocking the Power of Examples for Better In-Context Instruction Tuning

Tianci Xue, Ziqi Wang, Yixia Li, Yun Chen, Guanhua 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 Accepted to ACL Findings 2024

2405.18035 2024-05-30 cs.CL 85%

Instruction Tuning with Retrieval-based Examples Ranking for Aspect-based Sentiment Analysis

Guangmin Zheng, Jin Wang, Liang-Chih Yu, Xuejie Zhang

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

Comments ACL Findings 2024

2405.16579 2024-05-28 cs.CL 85%

Automatically Generating Numerous Context-Driven SFT Data for LLMs across Diverse Granularity

Shanghaoran Quan

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

2405.12528 2024-05-22 cs.CL 85%

SirLLM: Streaming Infinite Retentive LLM

Yao Yao, Zuchao Li, Hai Zhao

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

2402.06221 2024-05-09 cs.CL cs.IR 85%

ResumeFlow: An LLM-facilitated Pipeline for Personalized Resume Generation and Refinement

Saurabh Bhausaheb Zinjad, Amrita Bhattacharjee, Amey Bhilegaonkar, Huan Liu

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 SIGIR 2024 (Demo)

1. 指令微调 11585 篇

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

Enhancing LLM Fine-tuning for Text-to-SQLs by SQL Quality Measurement

StablePT: Towards Stable Prompting for Few-shot Learning via Input Separation

How You Prompt Matters! Even Task-Oriented Constraints in Instructions Affect LLM-Generated Text Detection

Enhancing disease detection in radiology reports through fine-tuning lightweight LLM on weak labels

Parameter-Efficient Sparsity Crafting from Dense to Mixture-of-Experts for Instruction Tuning on General Tasks

Application of LLM Agents in Recruitment: A Novel Framework for Resume Screening

Creating Arabic LLM Prompts at Scale

The Fine-Tuning Paradox: Boosting Translation Quality Without Sacrificing LLM Abilities

Enhancing Model Performance: Another Approach to Vision-Language Instruction Tuning

ProLLM: Protein Chain-of-Thoughts Enhanced LLM for Protein-Protein Interaction Prediction

Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer

FewFedPIT: Towards Privacy-preserving and Few-shot Federated Instruction Tuning

An LLM-Assisted Easy-to-Trigger Backdoor Attack on Code Completion Models: Injecting Disguised Vulnerabilities against Strong Detection

A Language Model-Guided Framework for Mining Time Series with Distributional Shifts

Knowledge-to-SQL: Enhancing SQL Generation with Data Expert LLM

PACIT: Unlocking the Power of Examples for Better In-Context Instruction Tuning

Instruction Tuning with Retrieval-based Examples Ranking for Aspect-based Sentiment Analysis

Automatically Generating Numerous Context-Driven SFT Data for LLMs across Diverse Granularity

SirLLM: Streaming Infinite Retentive LLM

ResumeFlow: An LLM-facilitated Pipeline for Personalized Resume Generation and Refinement