语言大模型 / LLM - arXivDaily 专题

2408.03475 2024-08-08 cs.LG cs.AI 79%

Can LLMs Serve As Time Series Anomaly Detectors?

Manqing Dong, Hao Huang, Longbing Cao

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

2407.18078 2024-07-26 cs.CL cs.AI 79%

PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization

Christopher Clarke, Yuzhao Heng, Lingjia Tang, Jason Mars

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

2402.16832 2024-07-23 cs.CL cs.AI cs.CV 79%

Cross-Modal Projection in Multimodal LLMs Doesn't Really Project Visual Attributes to Textual Space

Gaurav Verma, Minje Choi, Kartik Sharma, Jamelle Watson-Daniels, Sejoon Oh, Srijan Kumar

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

Comments Accepted at ACL 2024 (Main, Short)

2407.11827 2024-07-17 cs.CL cs.AI 79%

GPT Assisted Annotation of Rhetorical and Linguistic Features for Interpretable Propaganda Technique Detection in News Text

Kyle Hamilton, Luca Longo, Bojan Bozic

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

Journal ref WWW '24: Companion Proceedings of the ACM on Web Conference 2024 May 2024 Pages 1431 - 1440

2406.16989 2024-07-17 cs.LG cs.AI 79%

Retrieval-Augmented Mixture of LoRA Experts for Uploadable Machine Learning

Ziyu Zhao, Leilei Gan, Guoyin Wang, Yuwei Hu, Tao Shen, Hongxia Yang, Kun Kuang, Fei Wu

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

Comments arXiv admin note: substantial text overlap with arXiv:2402.09997

2407.06135 2024-07-09 cs.CL cs.AI cs.CV 79%

ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation

Ethan Chern, Jiadi Su, Yan Ma, Pengfei Liu

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

2407.03391 2024-07-08 cs.CR cs.AI cs.CL 79%

Soft Begging: Modular and Efficient Shielding of LLMs against Prompt Injection and Jailbreaking based on Prompt Tuning

Simon Ostermann, Kevin Baum, Christoph Endres, Julia Masloh, Patrick Schramowski

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

2407.02783 2024-07-04 cs.CL cs.AI 79%

52B to 1T: Lessons Learned via Tele-FLM Series

Xiang Li, Yiqun Yao, Xin Jiang, Xuezhi Fang, Chao Wang, Xinzhang Liu, Zihan Wang, Yu Zhao, Xin Wang, Yuyao Huang, Shuangyong Song, Yongxiang Li, Zheng Zhang, Bo Zhao, Aixin Sun, Yequan Wang, Zhongjiang He, Zhongyuan Wang, Xuelong Li, Tiejun Huang

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

Comments For the Tele-FLM-52B tech report, see also 2404.16645

2407.01031 2024-07-02 cs.LG cs.CL 79%

PocketLLM: Enabling On-Device Fine-Tuning for Personalized LLMs

Dan Peng, Zhihui Fu, Jun Wang

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

Comments Accepted to the ACL 2024 Workshop on Privacy in Natural Language Processing (PrivateNLP)

2406.16252 2024-06-26 cs.LG cs.AI 79%

Graph-Augmented LLMs for Personalized Health Insights: A Case Study in Sleep Analysis

Ajan Subramanian, Zhongqi Yang, Iman Azimi, Amir M. Rahmani

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

2406.16777 2024-06-25 cs.CL cs.AI 79%

Blending LLMs into Cascaded Speech Translation: KIT's Offline Speech Translation System for IWSLT 2024

Sai Koneru, Thai-Binh Nguyen, Ngoc-Quan Pham, Danni Liu, Zhaolin Li, Alexander Waibel, Jan Niehues

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

2406.14051 2024-06-21 cs.CL cs.AI 79%

How Many Parameters Does it Take to Change a Light Bulb? Evaluating Performance in Self-Play of Conversational Games as a Function of Model Characteristics

Nidhir Bhavsar, Jonathan Jordan, Sherzod Hakimov, David Schlangen

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

Comments under review

2406.13626 2024-06-21 cs.CL cs.AI 79%

Fine-Tuning Gemma-7B for Enhanced Sentiment Analysis of Financial News Headlines

Kangtong Mo, Wenyan Liu, Xuanzhen Xu, Chang Yu, Yuelin Zou, Fangqing Xia

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

2406.13188 2024-06-21 cs.CL cs.LG 79%

Synthetic Context Generation for Question Generation

Naiming Liu, Zichao Wang, Richard Baraniuk

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

2406.06699 2024-06-12 cs.CL cs.LG 79%

In-Context Learning and Fine-Tuning GPT for Argument Mining

Jérémie Cabessa, Hugo Hernault, Umer Mushtaq

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

2308.04913 2024-06-12 cs.CL cs.AI cs.IR 79%

LLaMA-E: Empowering E-commerce Authoring with Object-Interleaved Instruction Following

Kaize Shi, Xueyao Sun, Dingxian Wang, Yinlin Fu, Guandong Xu, Qing Li

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

2402.11753 2024-06-10 cs.CL cs.AI 79%

ArtPrompt: ASCII Art-based Jailbreak Attacks against Aligned LLMs

Fengqing Jiang, Zhangchen Xu, Luyao Niu, Zhen Xiang, Bhaskar Ramasubramanian, Bo Li, Radha Poovendran

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

Comments To appear in ACL 2024

2402.17574 2024-06-10 cs.AI cs.CL 79%

Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization

Wenqi Zhang, Ke Tang, Hai Wu, Mengna Wang, Yongliang Shen, Guiyang Hou, Zeqi Tan, Peng Li, Yueting Zhuang, Weiming Lu

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

Comments Accepted to ACL-2024 Main, camera-ready version

2402.17447 2024-06-07 cs.CL cs.AI cs.IR 79%

Deep Learning Based Named Entity Recognition Models for Recipes

Mansi Goel, Ayush Agarwal, Shubham Agrawal, Janak Kapuriya, Akhil Vamshi Konam, Rishabh Gupta, Shrey Rastogi, Niharika, Ganesh Bagler

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

Comments 13 pages, 6 main figures and 2 in appendices, and 3 main tables; Accepted for publication in LREC-COLING 2024

2305.14592 2024-06-07 cs.CL cs.LG 79%

Meta-Tuning LLMs to Leverage Lexical Knowledge for Generalizable Language Style Understanding

Ruohao Guo, Wei Xu, Alan Ritter

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

Comments Accepted to ACL 2024 main conference

2406.02913 2024-06-06 cs.LG cs.AI 79%

Zeroth-Order Fine-Tuning of LLMs with Extreme Sparsity

Wentao Guo, Jikai Long, Yimeng Zeng, Zirui Liu, Xinyu Yang, Yide Ran, Jacob R. Gardner, Osbert Bastani, Christopher De Sa, Xiaodong Yu, Beidi Chen, Zhaozhuo Xu

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

2310.07075 2024-06-05 cs.CL cs.AI 79%

Don't Fine-Tune, Decode: Syntax Error-Free Tool Use via Constrained Decoding

Kexun Zhang, Hongqiao Chen, Lei Li, William Wang

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

2402.01789 2024-06-04 cs.CY cs.AI cs.CL 79%

The Political Preferences of LLMs

David Rozado

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

2311.09071 2024-06-04 cs.CL cs.AI 79%

How Vocabulary Sharing Facilitates Multilingualism in LLaMA?

Fei Yuan, Shuai Yuan, Zhiyong Wu, Lei Li

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

Comments ACL-2024 Findings

2405.12954 2024-05-24 cs.LG cs.AI 79%

A Method on Searching Better Activation Functions

Haoyuan Sun, Zihao Wu, Bo Xia, Pu Chang, Zibin Dong, Yifu Yuan, Yongzhe Chang, Xueqian Wang

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

Comments 16 pages,3 figures

2310.13206 2024-05-15 cs.CL cs.AI 79%

Primacy Effect of ChatGPT

Yiwei Wang, Yujun Cai, Muhao Chen, Yuxuan Liang, Bryan Hooi

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

Comments EMNLP 2023 short paper

2405.00949 2024-05-03 cs.LG cs.CL physics.chem-ph q-bio.BM 79%

The Role of Model Architecture and Scale in Predicting Molecular Properties: Insights from Fine-Tuning RoBERTa, BART, and LLaMA

Lee Youngmin, Lang S. I. D. Andrew, Cai Duoduo, Wheat R. Stephen

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

2405.00710 2024-05-03 cs.CL cs.LG 79%

Homonym Sense Disambiguation in the Georgian Language

Davit Melikidze, Alexander Gamkrelidze

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

2404.10019 2024-04-17 astro-ph.IM astro-ph.GA astro-ph.HE cs.AI cs.LG physics.data-an 79%

Can AI Understand Our Universe? Test of Fine-Tuning GPT by Astrophysical Data

Yu Wang, Shu-Rui Zhang, Aidin Momtaz, Rahim Moradi, Fatemeh Rastegarnia, Narek Sahakyan, Soroush Shakeri, Liang Li

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

Comments 27 pages, 7 figures. Comments welcome

2404.08940 2024-04-16 cs.IR cs.CL cs.LG 79%

Introducing Super RAGs in Mistral 8x7B-v1

Ayush Thakur, Raghav Gupta

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

1. 指令微调 11667 篇

Can LLMs Serve As Time Series Anomaly Detectors?

PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization

Cross-Modal Projection in Multimodal LLMs Doesn't Really Project Visual Attributes to Textual Space

GPT Assisted Annotation of Rhetorical and Linguistic Features for Interpretable Propaganda Technique Detection in News Text

Retrieval-Augmented Mixture of LoRA Experts for Uploadable Machine Learning

ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation

Soft Begging: Modular and Efficient Shielding of LLMs against Prompt Injection and Jailbreaking based on Prompt Tuning

52B to 1T: Lessons Learned via Tele-FLM Series

PocketLLM: Enabling On-Device Fine-Tuning for Personalized LLMs

Graph-Augmented LLMs for Personalized Health Insights: A Case Study in Sleep Analysis

Blending LLMs into Cascaded Speech Translation: KIT's Offline Speech Translation System for IWSLT 2024

How Many Parameters Does it Take to Change a Light Bulb? Evaluating Performance in Self-Play of Conversational Games as a Function of Model Characteristics

Fine-Tuning Gemma-7B for Enhanced Sentiment Analysis of Financial News Headlines

Synthetic Context Generation for Question Generation

In-Context Learning and Fine-Tuning GPT for Argument Mining

LLaMA-E: Empowering E-commerce Authoring with Object-Interleaved Instruction Following

ArtPrompt: ASCII Art-based Jailbreak Attacks against Aligned LLMs

Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization

Deep Learning Based Named Entity Recognition Models for Recipes

Meta-Tuning LLMs to Leverage Lexical Knowledge for Generalizable Language Style Understanding

Zeroth-Order Fine-Tuning of LLMs with Extreme Sparsity

Don't Fine-Tune, Decode: Syntax Error-Free Tool Use via Constrained Decoding

The Political Preferences of LLMs

How Vocabulary Sharing Facilitates Multilingualism in LLaMA?

A Method on Searching Better Activation Functions

Primacy Effect of ChatGPT

The Role of Model Architecture and Scale in Predicting Molecular Properties: Insights from Fine-Tuning RoBERTa, BART, and LLaMA

Homonym Sense Disambiguation in the Georgian Language

Can AI Understand Our Universe? Test of Fine-Tuning GPT by Astrophysical Data

Introducing Super RAGs in Mistral 8x7B-v1