语言大模型 / LLM - arXivDaily 专题

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

2403.12374 2024-03-20 cs.CL 89%

Improving Generalizability of Extracting Social Determinants of Health Using Large Language Models through Prompt-tuning

Cheng Peng, Zehao Yu, Kaleb E Smith, Wei-Hsuan Lo-Ciganic, Jiang Bian, Yonghui Wu

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

2403.11435 2024-03-19 cs.CL 89%

InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions

Yifan Wang, Yafei Liu, Chufan Shi, Haoling Li, Chen Chen, Haonan Lu, Yujiu Yang

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 Accepted by NAACL 2024

2403.07581 2024-03-13 cs.CL 89%

LLMvsSmall Model? Large Language Model Based Text Augmentation Enhanced Personality Detection Model

Linmei Hu, Hongyu He, Duokang Wang, Ziwang Zhao, Yingxia Shao, Liqiang Nie

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

2403.00338 2024-03-04 cs.CL 89%

Semi-Instruct: Bridging Natural-Instruct and Self-Instruct for Code Large Language Models

Xianzhen Luo, Qingfu Zhu, Zhiming Zhang, Xu Wang, Qing Yang, Dongliang Xu, Wanxiang Che

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

2402.13064 2024-02-21 cs.CL 89%

Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models

Haoran Li, Qingxiu Dong, Zhengyang Tang, Chaojun Wang, Xingxing Zhang, Haoyang Huang, Shaohan Huang, Xiaolong Huang, Zeqiang Huang, Dongdong Zhang, Yuxian Gu, Xin Cheng, Xun Wang, Si-Qing Chen, Li Dong, Wei Lu, Zhifang Sui, Benyou Wang, Wai Lam, Furu Wei

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

Comments Work in progress

2402.13036 2024-02-21 cs.CL 89%

SiLLM: Large Language Models for Simultaneous Machine Translation

Shoutao Guo, Shaolei Zhang, Zhengrui Ma, Min Zhang, Yang Feng

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

Comments 13 pages, 6 tables, 7 figures

2402.12851 2024-02-21 cs.CL 89%

MoELoRA: Contrastive Learning Guided Mixture of Experts on Parameter-Efficient Fine-Tuning for Large Language Models

Tongxu Luo, Jiahe Lei, Fangyu Lei, Weihao Liu, 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

2402.12501 2024-02-21 cs.CL 89%

Your Vision-Language Model Itself Is a Strong Filter: Towards High-Quality Instruction Tuning with Data Selection

Ruibo Chen, Yihan Wu, Lichang Chen, Guodong Liu, Qi He, Tianyi Xiong, Chenxi Liu, Junfeng Guo, Heng Huang

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

Comments 9 pages, 3 figures, 4 tables

2402.12048 2024-02-20 cs.CL 89%

Model Tailor: Mitigating Catastrophic Forgetting in Multi-modal Large Language Models

Didi Zhu, Zhongyi Sun, Zexi Li, Tao Shen, Ke Yan, Shouhong Ding, Kun Kuang, Chao Wu

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

2309.11674 2024-02-07 cs.CL 89%

A Paradigm Shift in Machine Translation: Boosting Translation Performance of Large Language Models

Haoran Xu, Young Jin Kim, Amr Sharaf, Hany Hassan Awadalla

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 ICLR 2024

2401.07031 2024-02-01 cs.CR cs.AI cs.SE 89%

Code Security Vulnerability Repair Using Reinforcement Learning with Large Language Models

Nafis Tanveer Islam, Mohammad Bahrami Karkevandi, Peyman Najafirad

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

2312.00949 2024-02-01 cs.CL math.OC 89%

Hyperparameter Optimization for Large Language Model Instruction-Tuning

Christophe Tribes, Sacha Benarroch-Lelong, Peng Lu, Ivan Kobyzev

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

2401.12379 2024-01-24 cs.AI cs.DB cs.PL 89%

Analyzing the Effectiveness of Large Language Models on Text-to-SQL Synthesis

Richard Roberson, Gowtham Kaki, Ashutosh Trivedi

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

2307.04408 2024-01-23 cs.CL 89%

TIM: Teaching Large Language Models to Translate with Comparison

Jiali Zeng, Fandong Meng, Yongjing Yin, Jie Zhou

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 AAAI 2024

2310.11374 2024-01-18 cs.CL 89%

DialogueLLM: Context and Emotion Knowledge-Tuned Large Language Models for Emotion Recognition in Conversations

Yazhou Zhang, Mengyao Wang, Youxi Wu, Prayag Tiwari, Qiuchi Li, Benyou Wang, Jing Qin

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

2311.16989 2024-01-17 cs.CL 89%

ChatGPT's One-year Anniversary: Are Open-Source Large Language Models Catching up?

Hailin Chen, Fangkai Jiao, Xingxuan Li, Chengwei Qin, Mathieu Ravaut, Ruochen Zhao, Caiming Xiong, Shafiq Joty

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

Comments version v4, included latest top-performing open-sourced LLMs

2312.15696 2023-12-27 cs.CL 89%

EcomGPT-CT: Continual Pre-training of E-commerce Large Language Models with Semi-structured Data

Shirong Ma, Shen Huang, Shulin Huang, Xiaobin Wang, Yangning Li, Hai-Tao Zheng, Pengjun Xie, Fei Huang, Yong Jiang

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

2312.12740 2023-12-21 cs.CL cs.IR 89%

Fine-tuning Large Language Models for Adaptive Machine Translation

Yasmin Moslem, Rejwanul Haque, Andy Way

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

1. 指令微调 11547 篇

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

Improving Generalizability of Extracting Social Determinants of Health Using Large Language Models through Prompt-tuning

InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions

LLMvsSmall Model? Large Language Model Based Text Augmentation Enhanced Personality Detection Model

Semi-Instruct: Bridging Natural-Instruct and Self-Instruct for Code Large Language Models

Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models

SiLLM: Large Language Models for Simultaneous Machine Translation

MoELoRA: Contrastive Learning Guided Mixture of Experts on Parameter-Efficient Fine-Tuning for Large Language Models

Your Vision-Language Model Itself Is a Strong Filter: Towards High-Quality Instruction Tuning with Data Selection

Model Tailor: Mitigating Catastrophic Forgetting in Multi-modal Large Language Models

A Paradigm Shift in Machine Translation: Boosting Translation Performance of Large Language Models

Code Security Vulnerability Repair Using Reinforcement Learning with Large Language Models

Hyperparameter Optimization for Large Language Model Instruction-Tuning

Analyzing the Effectiveness of Large Language Models on Text-to-SQL Synthesis

TIM: Teaching Large Language Models to Translate with Comparison

DialogueLLM: Context and Emotion Knowledge-Tuned Large Language Models for Emotion Recognition in Conversations

ChatGPT's One-year Anniversary: Are Open-Source Large Language Models Catching up?

EcomGPT-CT: Continual Pre-training of E-commerce Large Language Models with Semi-structured Data

Fine-tuning Large Language Models for Adaptive Machine Translation