语言大模型 / LLM - arXivDaily 专题

2406.17272 2024-06-26 cs.LG 89%

A Comprehensive Solution to Connect Speech Encoder and Large Language Model for ASR

Van Tung Pham, Yist Lin, Tao Han, Wei Li, Jun Zhang, Lu Lu, Yuxuan Wang

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

2406.15981 2024-06-25 cs.CL 89%

Serial Position Effects of Large Language Models

Xiaobo Guo, Soroush Vosoughi

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

2402.03907 2024-06-21 cs.HC cs.AI 89%

Embedding Large Language Models into Extended Reality: Opportunities and Challenges for Inclusion, Engagement, and Privacy

Efe Bozkir, Süleyman Özdel, Ka Hei Carrie Lau, Mengdi Wang, Hong Gao, Enkelejda Kasneci

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

Comments ACM Conversational User Interfaces 2024

2402.02207 2024-06-19 cs.LG 89%

Safety Fine-Tuning at (Almost) No Cost: A Baseline for Vision Large Language Models

Yongshuo Zong, Ondrej Bohdal, Tingyang Yu, Yongxin Yang, Timothy Hospedales

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

Comments ICML 2024

2305.13718 2024-06-18 cs.CL 89%

Exploring Self-supervised Logic-enhanced Training for Large Language Models

Fangkai Jiao, Zhiyang Teng, Bosheng Ding, Zhengyuan Liu, Nancy F. Chen, Shafiq Joty

专题命中指令微调：language model(title,abstract)；large language model(title)；LLM(abstract)；post-training(abstract)

Comments 16 pages, NAACL 2024

2406.09617 2024-06-17 cs.CL cs.HC eess.AS 89%

Multimodal Large Language Models with Fusion Low Rank Adaptation for Device Directed Speech Detection

Shruti Palaskar, Oggi Rudovic, Sameer Dharur, Florian Pesce, Gautam Krishna, Aswin Sivaraman, Jack Berkowitz, Ahmed Hussen Abdelaziz, Saurabh Adya, Ahmed Tewfik

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

Comments Accepted at Interspeech 2024

2406.09345 2024-06-14 cs.CL cs.SD eess.AS 89%

DiscreteSLU: A Large Language Model with Self-Supervised Discrete Speech Units for Spoken Language Understanding

Suwon Shon, Kwangyoun Kim, Yi-Te Hsu, Prashant Sridhar, Shinji Watanabe, Karen Livescu

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

2402.10073 2024-06-13 cs.CL 89%

Both Matter: Enhancing the Emotional Intelligence of Large Language Models without Compromising the General Intelligence

Weixiang Zhao, Zhuojun Li, Shilong Wang, Yang Wang, Yulin Hu, Yanyan Zhao, Chen Wei, Bing Qin

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

Comments To appear at Findings of ACL 2024

2406.05892 2024-06-11 cs.CR cs.LG cs.SE 89%

Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Aidan Z. H. Yang, Haoye Tian, He Ye, Ruben Martins, Claire Le Goues

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

2406.05130 2024-06-10 cs.CL 89%

An Empirical Study on Parameter-Efficient Fine-Tuning for MultiModal Large Language Models

Xiongtao Zhou, Jie He, Yuhua Ke, Guangyao Zhu, Víctor Gutiérrez-Basulto, Jeff Z. Pan

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

Comments ACL finding 2024

2406.04630 2024-06-10 cs.CL 89%

Low-Resource Cross-Lingual Summarization through Few-Shot Learning with Large Language Models

Gyutae Park, Seojin Hwang, Hwanhee Lee

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

Comments 7 pages,3 figures

2405.18203 2024-06-10 cs.CL 89%

IAPT: Instruction-Aware Prompt Tuning for Large Language Models

Wei Zhu, Aaron Xuxiang Tian, Congrui Yin, Yuan Ni, Xiaoling Wang, Guotong Xie

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

Comments Accepted by ACL-2024

2406.01392 2024-06-07 cs.CL 89%

Sparsity-Accelerated Training for Large Language Models

Da Ma, Lu Chen, Pengyu Wang, Hongshen Xu, Hanqi Li, Liangtai Sun, Su Zhu, Shuai Fan, Kai Yu

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

Comments Accepted to ACL 2024 Findings

2403.19121 2024-06-06 cs.CL 89%

Code Comparison Tuning for Code Large Language Models

Yufan Jiang, Qiaozhi He, Xiaomin Zhuang, Zhihua Wu

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

Comments Preprint

2406.00793 2024-06-04 stat.ML cs.LG 89%

Is In-Context Learning in Large Language Models Bayesian? A Martingale Perspective

Fabian Falck, Ziyu Wang, Chris Holmes

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

Comments Accepted at International Conference on Machine Learning (ICML) 2024

2405.14906 2024-05-27 cs.SE cs.AI 89%

AutoCoder: Enhancing Code Large Language Model with \textsc{AIEV-Instruct}

Bin Lei, Yuchen Li, Qiuwu Chen

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

2310.07301 2024-05-24 cs.CL 89%

Parrot: Enhancing Multi-Turn Instruction Following for Large Language Models

Yuchong Sun, Che Liu, Kun Zhou, Jinwen Huang, Ruihua Song, Wayne Xin Zhao, Fuzheng Zhang, Di Zhang, Kun Gai

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

2405.10626 2024-05-20 cs.CL 89%

Dynamic data sampler for cross-language transfer learning in large language models

Yudong Li, Yuhao Feng, Wen Zhou, Zhe Zhao, Linlin Shen, Cheng Hou, Xianxu Hou

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

Comments Accepted by ICASSP 2024

2405.09055 2024-05-16 cs.CL 89%

A safety realignment framework via subspace-oriented model fusion for large language models

Xin Yi, Shunfan Zheng, Linlin Wang, Xiaoling Wang, Liang He

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

2311.17330 2024-05-15 cs.CL 89%

Biomedical knowledge graph-optimized prompt generation for large language models

Karthik Soman, Peter W Rose, John H Morris, Rabia E Akbas, Brett Smith, Braian Peetoom, Catalina Villouta-Reyes, Gabriel Cerono, Yongmei Shi, Angela Rizk-Jackson, Sharat Israni, Charlotte A Nelson, Sui Huang, Sergio E Baranzini

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

Comments 29 pages, 5 figures, 1 table, 1 supplementary file

2405.05600 2024-05-10 cs.IR cs.CL 89%

Can We Use Large Language Models to Fill Relevance Judgment Holes?

Zahra Abbasiantaeb, Chuan Meng, Leif Azzopardi, Mohammad Aliannejadi

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

2405.05496 2024-05-10 cs.CL 89%

Boosting Large Language Models with Continual Learning for Aspect-based Sentiment Analysis

Xuanwen Ding, Jie Zhou, Liang Dou, Qin Chen, Yuanbin Wu, Chengcai Chen, Liang He

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

2404.18466 2024-04-30 cs.CL 89%

HFT: Half Fine-Tuning for Large Language Models

Tingfeng Hui, Zhenyu Zhang, Shuohuan Wang, Weiran Xu, Yu Sun, Hua Wu

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

Comments Work in progress

2310.02992 2024-04-29 cs.CV cs.CL 89%

Kosmos-G: Generating Images in Context with Multimodal Large Language Models

Xichen Pan, Li Dong, Shaohan Huang, Zhiliang Peng, Wenhu Chen, Furu Wei

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

Comments Code: https://aka.ms/Kosmos-G Project Page: https://xichenpan.github.io/kosmosg

2404.05499 2024-04-23 cs.SE cs.AI 89%

Guiding Large Language Models to Generate Computer-Parsable Content

Jiaye Wang

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

Comments 44 pages, 39 figures, 8 tables, Chinese version: https://chinaxiv.org/abs/202403.00340

2303.16421 2024-04-22 cs.CL 89%

ChatGPT is a Knowledgeable but Inexperienced Solver: An Investigation of Commonsense Problem in Large Language Models

Ning Bian, Xianpei Han, Le Sun, Hongyu Lin, Yaojie Lu, Ben He, Shanshan Jiang, Bin Dong

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

Comments Accepted by LREC-COLING 2024

2311.12275 2024-04-18 cs.CL 89%

Enabling On-Device Large Language Model Personalization with Self-Supervised Data Selection and Synthesis

Ruiyang Qin, Jun Xia, Zhenge Jia, Meng Jiang, Ahmed Abbasi, Peipei Zhou, Jingtong Hu, Yiyu Shi

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

Comments Accepted by 2024 61th ACM/IEEE Design Automation Conference (DAC)

2403.11430 2024-04-16 cs.CL 89%

A Novel Paradigm Boosting Translation Capabilities of Large Language Models

Jiaxin Guo, Hao Yang, Zongyao Li, Daimeng Wei, Hengchao Shang, Xiaoyu Chen

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

Comments Accepted in NAACL 2024

2403.17552 2024-03-27 cs.CL 89%

Naive Bayes-based Context Extension for Large Language Models

Jianlin Su, Murtadha Ahmed, Wenbo, Luo Ao, Mingren Zhu, Yunfeng Liu

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

Comments Accepted to main NAACL 2024

2403.17536 2024-03-27 cs.CL 89%

ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler

Paramita Mirza, Viju Sudhi, Soumya Ranjan Sahoo, Sinchana Ramakanth Bhat

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

Comments Accepted at LREC-COLING 2024

1. 指令微调 11653 篇

A Comprehensive Solution to Connect Speech Encoder and Large Language Model for ASR

Serial Position Effects of Large Language Models

Embedding Large Language Models into Extended Reality: Opportunities and Challenges for Inclusion, Engagement, and Privacy

Safety Fine-Tuning at (Almost) No Cost: A Baseline for Vision Large Language Models

Exploring Self-supervised Logic-enhanced Training for Large Language Models

Multimodal Large Language Models with Fusion Low Rank Adaptation for Device Directed Speech Detection

DiscreteSLU: A Large Language Model with Self-Supervised Discrete Speech Units for Spoken Language Understanding

Both Matter: Enhancing the Emotional Intelligence of Large Language Models without Compromising the General Intelligence

Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

An Empirical Study on Parameter-Efficient Fine-Tuning for MultiModal Large Language Models

Low-Resource Cross-Lingual Summarization through Few-Shot Learning with Large Language Models

IAPT: Instruction-Aware Prompt Tuning for Large Language Models

Sparsity-Accelerated Training for Large Language Models

Code Comparison Tuning for Code Large Language Models

Is In-Context Learning in Large Language Models Bayesian? A Martingale Perspective

AutoCoder: Enhancing Code Large Language Model with \textsc{AIEV-Instruct}

Parrot: Enhancing Multi-Turn Instruction Following for Large Language Models

Dynamic data sampler for cross-language transfer learning in large language models

A safety realignment framework via subspace-oriented model fusion for large language models

Biomedical knowledge graph-optimized prompt generation for large language models

Can We Use Large Language Models to Fill Relevance Judgment Holes?

Boosting Large Language Models with Continual Learning for Aspect-based Sentiment Analysis

HFT: Half Fine-Tuning for Large Language Models

Kosmos-G: Generating Images in Context with Multimodal Large Language Models

Guiding Large Language Models to Generate Computer-Parsable Content

ChatGPT is a Knowledgeable but Inexperienced Solver: An Investigation of Commonsense Problem in Large Language Models

Enabling On-Device Large Language Model Personalization with Self-Supervised Data Selection and Synthesis

A Novel Paradigm Boosting Translation Capabilities of Large Language Models

Naive Bayes-based Context Extension for Large Language Models

ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler