语言大模型 / LLM - arXivDaily 专题

2409.13749 2024-09-24 cs.CL cs.AI q-fin.CP 90%

KodeXv0.1: A Family of State-of-the-Art Financial Large Language Models

Neel Rajani, Lilli Kiessling, Aleksandr Ogaltsov, Claus Lang

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

Comments 11 pages, 8 figures

2409.03662 2024-09-10 cs.CL cs.LG 90%

The representation landscape of few-shot learning and fine-tuning in large language models

Diego Doimo, Alessandro Serra, Alessio Ansuini, Alberto Cazzaniga

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

2408.13622 2024-08-27 cs.LG cs.AI 90%

Advancing Enterprise Spatio-Temporal Forecasting Applications: Data Mining Meets Instruction Tuning of Language Models For Multi-modal Time Series Analysis in Low-Resource Settings

Sagar Srinivas Sakhinana, Geethan Sannidhi, Chidaksh Ravuru, Venkataramana Runkana

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

Comments Published at the ICLR 2024 Workshop on Practical ML for Low Resource Settings(PML4LRS)

2408.10841 2024-08-21 cs.AI cs.CL 90%

DELIA: Diversity-Enhanced Learning for Instruction Adaptation in Large Language Models

Yuanhao Zeng, Fei Ren, Xinpeng Zhou, Yihang Wang, Yingxia Shao

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

Comments 8 pages, 5 figures

2407.18752 2024-07-31 cs.CL cs.AI 90%

Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal Discovery

Yuni Susanti, Michael Färber

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

Comments accepted at ISWC'24

2407.19914 2024-07-30 cs.CL cs.IR cs.LG 90%

Sentiment Analysis of Lithuanian Online Reviews Using Large Language Models

Brigita Vileikytė, Mantas Lukoševičius, Lukas Stankevičius

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

Comments Accepted at the 29th International Conference on Information Society and University Studies (IVUS 2024)

2407.07737 2024-07-11 cs.LG cs.CL cs.CR cs.DC 90%

Fine-Tuning Large Language Models with User-Level Differential Privacy

Zachary Charles, Arun Ganesh, Ryan McKenna, H. Brendan McMahan, Nicole Mitchell, Krishna Pillutla, Keith Rush

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

2406.18069 2024-07-08 eess.SP cs.AI cs.CL 90%

Large Language Models for Cuffless Blood Pressure Measurement From Wearable Biosignals

Zengding Liu, Chen Chen, Jiannong Cao, Minglei Pan, Jikui Liu, Nan Li, Fen Miao, Ye Li

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

2405.17129 2024-07-03 cs.CL cs.AI 90%

TEII: Think, Explain, Interact and Iterate with Large Language Models to Solve Cross-lingual Emotion Detection

Long Cheng, Qihao Shao, Christine Zhao, Sheng Bi, Gina-Anne Levow

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

Comments Proceedings of the 13th Workshop on Computational Approaches to Subjectivity, Sentiment, & Social Media Analysis (ACL 2024)

2407.00952 2024-07-02 cs.LG cs.CL cs.DC 90%

SplitLoRA: A Split Parameter-Efficient Fine-Tuning Framework for Large Language Models

Zheng Lin, Xuanjie Hu, Yuxin Zhang, Zhe Chen, Zihan Fang, Xianhao Chen, Ang Li, Praneeth Vepakomma, Yue Gao

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

Comments 9 pages, 3 figures

2406.11201 2024-07-02 cs.CL cs.AI 90%

Fine-Tuning or Fine-Failing? Debunking Performance Myths in Large Language Models

Scott Barnett, Zac Brannelly, Stefanus Kurniawan, Sheng Wong

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

Comments 8 pages, 4 figures

2406.17626 2024-06-26 cs.CL cs.AI 90%

CoSafe: Evaluating Large Language Model Safety in Multi-Turn Dialogue Coreference

Erxin Yu, Jing Li, Ming Liao, Siqi Wang, Zuchen Gao, Fei Mi, Lanqing Hong

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

Comments Submitted to EMNLP 2024

2403.16056 2024-06-25 cs.CL cs.AI 90%

Qibo: A Large Language Model for Traditional Chinese Medicine

Heyi Zhang, Xin Wang, Zhaopeng Meng, Zhe Chen, Pengwei Zhuang, Yongzhe Jia, Dawei Xu, Wenbin Guo

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

2402.05147 2024-06-24 cs.LG cs.CL 90%

ApiQ: Finetuning of 2-Bit Quantized Large Language Model

Baohao Liao, Christian Herold, Shahram Khadivi, Christof Monz

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

Comments more benchmarks and new method, block-wise ApiQ. code: https://github.com/BaohaoLiao/ApiQ

2406.13617 2024-06-21 cs.CL cs.AI 90%

Optimizing Psychological Counseling with Instruction-Tuned Large Language Models

Wenjie Li, Tianyu Sun, Kun Qian, Wenhong Wang

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

Comments 9 pages

2311.17647 2024-06-12 cs.CV cs.AI cs.CL 90%

Text as Images: Can Multimodal Large Language Models Follow Printed Instructions in Pixels?

Xiujun Li, Yujie Lu, Zhe Gan, Jianfeng Gao, William Yang Wang, Yejin Choi

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

Comments Github: https://github.com/VIM-Bench/VIM_TOOL, Model and Data: https://huggingface.co/VIM-Bench

2406.05812 2024-06-11 cs.CL cs.AI 90%

Seventeenth-Century Spanish American Notary Records for Fine-Tuning Spanish Large Language Models

Shraboni Sarker, Ahmad Tamim Hamad, Hulayyil Alshammari, Viviana Grieco, Praveen Rao

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

2312.00027 2024-06-11 cs.CR cs.AI cs.CL 90%

Stealthy and Persistent Unalignment on Large Language Models via Backdoor Injections

Yuanpu Cao, Bochuan Cao, Jinghui Chen

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

2403.01165 2024-06-07 cs.CL cs.AI 90%

STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models

Linhai Zhang, Jialong Wu, Deyu Zhou, Guoqiang Xu

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

Comments Accepted by ACL2024(Findings)

2405.13041 2024-06-06 cs.CL cs.AI 90%

Assessing Political Bias in Large Language Models

Luca Rettenberger, Markus Reischl, Mark Schutera

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

2402.02456 2024-06-04 cs.LG cs.CL 90%

tnGPS: Discovering Unknown Tensor Network Structure Search Algorithms via Large Language Models (LLMs)

Junhua Zeng, Chao Li, Zhun Sun, Qibin Zhao, Guoxu Zhou

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

Comments Accepted by ICML2024, pre-printed version

2405.20512 2024-06-03 cs.CL cs.LG 90%

How Multilingual Are Large Language Models Fine-Tuned for Translation?

Aquia Richburg, Marine Carpuat

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

2402.11505 2024-05-31 cs.CL cs.AI 90%

Federated Fine-tuning of Large Language Models under Heterogeneous Tasks and Client Resources

Jiamu Bai, Daoyuan Chen, Bingchen Qian, Liuyi Yao, Yaliang Li

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

Comments 19 pages, 13 tables, 9 figures

2402.10466 2024-05-31 cs.CL cs.AI 90%

Large Language Models as Zero-shot Dialogue State Tracker through Function Calling

Zekun Li, Zhiyu Zoey Chen, Mike Ross, Patrick Huber, Seungwhan Moon, Zhaojiang Lin, Xin Luna Dong, Adithya Sagar, Xifeng Yan, Paul A. Crook

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

Comments ACL 2024 Main. Code available at: https://github.com/facebookresearch/FnCTOD

2405.11002 2024-05-21 cs.LG cs.AI cs.CR 90%

Large Language Models in Wireless Application Design: In-Context Learning-enhanced Automatic Network Intrusion Detection

Han Zhang, Akram Bin Sediq, Ali Afana, Melike Erol-Kantarci

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

2401.14192 2024-05-20 cs.LG cs.CL 90%

How Can Large Language Models Understand Spatial-Temporal Data?

Lei Liu, Shuo Yu, Runze Wang, Zhenxun Ma, Yanming Shen

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

2405.06686 2024-05-14 cs.CL cs.AI 90%

Word2World: Generating Stories and Worlds through Large Language Models

Muhammad U. Nasir, Steven James, Julian Togelius

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

2309.12342 2024-05-09 cs.CY cs.CL cs.LG 90%

Cultural Alignment in Large Language Models: An Explanatory Analysis Based on Hofstede's Cultural Dimensions

Reem I. Masoud, Ziquan Liu, Martin Ferianc, Philip Treleaven, Miguel Rodrigues

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

Comments 31 pages

2404.17807 2024-04-30 cs.CL cs.AI 90%

Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors

Guozheng Li, Peng Wang, Jiajun Liu, Yikai Guo, Ke Ji, Ziyu Shang, Zijie Xu

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

Comments IJCAI 2024

2402.16846 2024-04-17 cs.CV cs.AI cs.CL 90%

GROUNDHOG: Grounding Large Language Models to Holistic Segmentation

Yichi Zhang, Ziqiao Ma, Xiaofeng Gao, Suhaila Shakiah, Qiaozi Gao, Joyce Chai

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

Comments Accepted to CVPR 2024. Website: https://groundhog-mllm.github.io/

1. 指令微调 11547 篇

KodeXv0.1: A Family of State-of-the-Art Financial Large Language Models

The representation landscape of few-shot learning and fine-tuning in large language models

Advancing Enterprise Spatio-Temporal Forecasting Applications: Data Mining Meets Instruction Tuning of Language Models For Multi-modal Time Series Analysis in Low-Resource Settings

DELIA: Diversity-Enhanced Learning for Instruction Adaptation in Large Language Models

Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal Discovery

Sentiment Analysis of Lithuanian Online Reviews Using Large Language Models

Fine-Tuning Large Language Models with User-Level Differential Privacy

Large Language Models for Cuffless Blood Pressure Measurement From Wearable Biosignals

TEII: Think, Explain, Interact and Iterate with Large Language Models to Solve Cross-lingual Emotion Detection

SplitLoRA: A Split Parameter-Efficient Fine-Tuning Framework for Large Language Models

Fine-Tuning or Fine-Failing? Debunking Performance Myths in Large Language Models

CoSafe: Evaluating Large Language Model Safety in Multi-Turn Dialogue Coreference

Qibo: A Large Language Model for Traditional Chinese Medicine

ApiQ: Finetuning of 2-Bit Quantized Large Language Model

Optimizing Psychological Counseling with Instruction-Tuned Large Language Models

Text as Images: Can Multimodal Large Language Models Follow Printed Instructions in Pixels?

Seventeenth-Century Spanish American Notary Records for Fine-Tuning Spanish Large Language Models

Stealthy and Persistent Unalignment on Large Language Models via Backdoor Injections

STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models

Assessing Political Bias in Large Language Models

tnGPS: Discovering Unknown Tensor Network Structure Search Algorithms via Large Language Models (LLMs)

How Multilingual Are Large Language Models Fine-Tuned for Translation?

Federated Fine-tuning of Large Language Models under Heterogeneous Tasks and Client Resources

Large Language Models as Zero-shot Dialogue State Tracker through Function Calling

Large Language Models in Wireless Application Design: In-Context Learning-enhanced Automatic Network Intrusion Detection

How Can Large Language Models Understand Spatial-Temporal Data?

Word2World: Generating Stories and Worlds through Large Language Models

Cultural Alignment in Large Language Models: An Explanatory Analysis Based on Hofstede's Cultural Dimensions

Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors

GROUNDHOG: Grounding Large Language Models to Holistic Segmentation