语言大模型 / LLM

Personalized Large Language Models

Stanisław Woźniak, Bartłomiej Koptyra, Arkadiusz Janz, Przemysław Kazienko, Jan Kocoń

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 Accepted to SENTIRE 2024 (ICDM Workshops): https://sentic.net/sentire2024wozniak.pdf

LLaMo: Large Language Model-based Molecular Graph Assistant

Jinyoung Park, Minseong Bae, Dohwan Ko, Hyunwoo J. Kim

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

Comments NeurIPS 2024

Get Large Language Models Ready to Speak: A Late-fusion Approach for Speech Generation

Maohao Shen, Shun Zhang, Jilong Wu, Zhiping Xiu, Ehab AlBadawy, Yiting Lu, Mike Seltzer, Qing He

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

Beyond Fine-Tuning: Effective Strategies for Mitigating Hallucinations in Large Language Models for Data Analytics

Mikhail Rumiantsau, Aliaksei Vertsel, Ilya Hrytsuk, Isaiah Ballah

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

Layer by Layer: Uncovering Where Multi-Task Learning Happens in Instruction-Tuned Large Language Models

Zheng Zhao, Yftah Ziser, Shay B. Cohen

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.LG

Comments Accepted to EMNLP 2024

AugSumm: towards generalizable speech summarization using synthetic labels from large language model

Jee-weon Jung, Roshan Sharma, William Chen, Bhiksha Raj, Shinji Watanabe

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 This work has been submitted to the IEEE ICASSP for possible publication. 5 pages

ClaimBrush: A Novel Framework for Automated Patent Claim Refinement Based on Large Language Models

Seiya Kawano, Hirofumi Nonaka, Koichiro Yoshino

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

Comments 10 pages, This work has been submitted to the IEEE for possible publication

A Lightweight Multi Aspect Controlled Text Generation Solution For Large Language Models

Chenyang Zhang, Jiayi Lin, Haibo Tong, Bingxuan Hou, Dongyu Zhang, Jialin Li, Junli 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

Think Thrice Before You Act: Progressive Thought Refinement in Large Language Models

Chengyu Du, Jinyi Han, Yizhou Ying, Aili Chen, Qianyu He, Haokun Zhao, Sirui Xia, Haoran Guo, Jiaqing Liang, Zulong Chen, Liangyue Li, Yanghua Xiao

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 10 pages, 4 figures

Beyond Instruction Following: Evaluating Inferential Rule Following of Large Language Models

Wangtao Sun, Chenxiang Zhang, XueYou Zhang, Xuanqing Yu, Ziyang Huang, Pei Chen, Haotian Xu, Shizhu He, Jun Zhao, Kang Liu

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

Supply Chain Network Extraction and Entity Classification Leveraging Large Language Models

Tong Liu, Hadi Meidani

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 11 pages, 4 figures

MeteoRA: Multiple-tasks Embedded LoRA for Large Language Models

Jingwei Xu, Junyu Lai, Yunpeng Huang

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 26 pages

"You Gotta be a Doctor, Lin": An Investigation of Name-Based Bias of Large Language Models in Employment Recommendations

Huy Nghiem, John Prindle, Jieyu Zhao, Hal Daumé

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 EMNLP 2024, 20 pages

TaCIE: Enhancing Instruction Comprehension in Large Language Models through Task-Centred Instruction Evolution

Jiuding Yang, Shengyao Lu, Weidong Guo, Xiangyang Li, Kaitong Yang, Yu Xu, Di Niu

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

CodeJudge: Evaluating Code Generation with Large Language Models

Weixi Tong, Tianyi Zhang

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 to EMNLP 2024 (Main, Long Paper)

Don't Just Say "I don't know"! Self-aligning Large Language Models for Responding to Unknown Questions with Explanations

Yang Deng, Yong Zhao, Moxin Li, See-Kiong Ng, Tat-Seng Chua

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

SC-Phi2: A Fine-tuned Small Language Model for StarCraft II Macromanagement Tasks

Muhammad Junaid Khan, Gita Sukthankar

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

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

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

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)

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

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

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)

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

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

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)

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

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

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

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