语言大模型 / LLM - arXivDaily 专题

2405.16579 2024-05-28 cs.CL 85%

Automatically Generating Numerous Context-Driven SFT Data for LLMs across Diverse Granularity

Shanghaoran Quan

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

2405.12528 2024-05-22 cs.CL 85%

SirLLM: Streaming Infinite Retentive LLM

Yao Yao, Zuchao Li, Hai Zhao

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

2402.06221 2024-05-09 cs.CL cs.IR 85%

ResumeFlow: An LLM-facilitated Pipeline for Personalized Resume Generation and Refinement

Saurabh Bhausaheb Zinjad, Amrita Bhattacharjee, Amey Bhilegaonkar, Huan Liu

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

Comments Accepted to SIGIR 2024 (Demo)

2310.16960 2024-05-06 cs.LG cs.CR 85%

Privately Aligning Language Models with Reinforcement Learning

Fan Wu, Huseyin A. Inan, Arturs Backurs, Varun Chandrasekaran, Janardhan Kulkarni, Robert Sim

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

Comments Accepted at ICLR 2024

2311.08896 2024-04-30 cs.CL 85%

HeLM: Highlighted Evidence augmented Language Model for Enhanced Table-to-Text Generation

Junyi Bian, Xiaolei Qin, Wuhe Zou, Mengzuo Huang, Congyi Luo, Ke Zhang, Weidong Zhang

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

2404.16670 2024-04-26 cs.CV cs.AI 85%

EmoVIT: Revolutionizing Emotion Insights with Visual Instruction Tuning

Hongxia Xie, Chu-Jun Peng, Yu-Wen Tseng, Hung-Jen Chen, Chan-Feng Hsu, Hong-Han Shuai, Wen-Huang Cheng

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

Comments Accepted by CVPR 2024

2404.07456 2024-04-12 cs.AI cs.MA 85%

WESE: Weak Exploration to Strong Exploitation for LLM Agents

Xu Huang, Weiwen Liu, Xiaolong Chen, Xingmei Wang, Defu Lian, Yasheng Wang, Ruiming Tang, Enhong Chen

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

2305.07490 2024-04-08 cs.CL cs.CV 85%

ArtGPT-4: Towards Artistic-understanding Large Vision-Language Models with Enhanced Adapter

Zhengqing Yuan, Yunhong He, Kun Wang, Yanfang Ye, Lichao Sun

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

2310.15851 2024-03-25 cs.CL 85%

Self-Guard: Empower the LLM to Safeguard Itself

Zezhong Wang, Fangkai Yang, Lu Wang, Pu Zhao, Hongru Wang, Liang Chen, Qingwei Lin, Kam-Fai Wong

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

2309.11235 2024-03-19 cs.CL 85%

OpenChat: Advancing Open-source Language Models with Mixed-Quality Data

Guan Wang, Sijie Cheng, Xianyuan Zhan, Xiangang Li, Sen Song, Yang Liu

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

2310.04963 2024-03-12 cs.AI 85%

LLM4VV: Developing LLM-Driven Testsuite for Compiler Validation

Christian Munley, Aaron Jarmusch, Sunita Chandrasekaran

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

2403.05338 2024-03-11 cs.CL 85%

Explaining Pre-Trained Language Models with Attribution Scores: An Analysis in Low-Resource Settings

Wei Zhou, Heike Adel, Hendrik Schuff, Ngoc Thang Vu

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

2403.03017 2024-03-06 cs.AI 85%

OPEx: A Component-Wise Analysis of LLM-Centric Agents in Embodied Instruction Following

Haochen Shi, Zhiyuan Sun, Xingdi Yuan, Marc-Alexandre Côté, Bang Liu

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

2402.18502 2024-02-29 cs.CL 85%

Few-Shot Fairness: Unveiling LLM's Potential for Fairness-Aware Classification

Garima Chhikara, Anurag Sharma, Kripabandhu Ghosh, Abhijnan Chakraborty

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

Comments Under review

2402.07470 2024-02-19 cs.CL 85%

Pushing The Limit of LLM Capacity for Text Classification

Yazhou Zhang, Mengyao Wang, Chenyu Ren, Qiuchi Li, Prayag Tiwari, Benyou Wang, Jing Qin

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

2311.09665 2024-02-19 cs.CL 85%

The Wisdom of Partisan Crowds: Comparing Collective Intelligence in Humans and LLM-based Agents

Yun-Shiuan Chuang, Siddharth Suresh, Nikunj Harlalka, Agam Goyal, Robert Hawkins, Sijia Yang, Dhavan Shah, Junjie Hu, Timothy T. Rogers

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

2311.08711 2024-02-13 cs.CL 85%

PLUG: Leveraging Pivot Language in Cross-Lingual Instruction Tuning

Zhihan Zhang, Dong-Ho Lee, Yuwei Fang, Wenhao Yu, Mengzhao Jia, Meng Jiang, Francesco Barbieri

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

2402.06125 2024-02-12 cs.CL 85%

Language Model Sentence Completion with a Parser-Driven Rhetorical Control Method

Joshua Zingale, Jugal Kalita

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

Comments To be published in the main proceedings of the Association for Computational Linguistics, European Chapter (EACL 2024)

2402.04636 2024-02-08 cs.CL 85%

TransLLaMa: LLM-based Simultaneous Translation System

Roman Koshkin, Katsuhito Sudoh, Satoshi Nakamura

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

2308.12950 2024-02-02 cs.CL 85%

Code Llama: Open Foundation Models for Code

Baptiste Rozière, Jonas Gehring, Fabian Gloeckle, Sten Sootla, Itai Gat, Xiaoqing Ellen Tan, Yossi Adi, Jingyu Liu, Romain Sauvestre, Tal Remez, Jérémy Rapin, Artyom Kozhevnikov, Ivan Evtimov, Joanna Bitton, Manish Bhatt, Cristian Canton Ferrer, Aaron Grattafiori, Wenhan Xiong, Alexandre Défossez, Jade Copet, Faisal Azhar, Hugo Touvron, Louis Martin, Nicolas Usunier, Thomas Scialom, Gabriel Synnaeve

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

2305.05644 2024-01-30 cs.CL cs.DC cs.SY eess.SY 85%

Towards Building the Federated GPT: Federated Instruction Tuning

Jianyi Zhang, Saeed Vahidian, Martin Kuo, Chunyuan Li, Ruiyi Zhang, Tong Yu, Yufan Zhou, Guoyin Wang, Yiran Chen

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

Comments Project page: https://github.com/JayZhang42/FederatedGPT-Shepherd

2311.07957 2024-01-30 cs.SE cs.LG 85%

Language Models are Better Bug Detector Through Code-Pair Classification

Kamel Alrashedy, Ahmed Binjahlan

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

2401.07612 2024-01-17 cs.CR cs.AI 85%

Signed-Prompt: A New Approach to Prevent Prompt Injection Attacks Against LLM-Integrated Applications

Xuchen Suo

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

2401.03082 2024-01-09 cs.AI 85%

UMIE: Unified Multimodal Information Extraction with Instruction Tuning

Lin Sun, Kai Zhang, Qingyuan Li, Renze Lou

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

2312.13179 2023-12-21 cs.CL 85%

Contextual Code Switching for Machine Translation using Language Models

Arshad Kaji, Manan Shah

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

Comments 4 pages, 1 figure, 2 tables

2307.01003 2023-12-19 cs.CV cs.CL 85%

Visual Instruction Tuning with Polite Flamingo

Delong Chen, Jianfeng Liu, Wenliang Dai, Baoyuan Wang

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

Comments In AAAI-24

2312.03970 2023-12-08 cs.CV cs.AI cs.CE 85%

Improving Medical Report Generation with Adapter Tuning and Knowledge Enhancement in Vision-Language Foundation Models

Shibin Wu, Bang Yang, Zhiyu Ye, Haoqian Wang, Hairong Zheng, Tong Zhang

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

2311.07961 2023-11-15 cs.CL 85%

The ART of LLM Refinement: Ask, Refine, and Trust

Kumar Shridhar, Koustuv Sinha, Andrew Cohen, Tianlu Wang, Ping Yu, Ram Pasunuru, Mrinmaya Sachan, Jason Weston, Asli Celikyilmaz

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

2311.07689 2023-11-15 cs.CL 85%

MART: Improving LLM Safety with Multi-round Automatic Red-Teaming

Suyu Ge, Chunting Zhou, Rui Hou, Madian Khabsa, Yi-Chia Wang, Qifan Wang, Jiawei Han, Yuning Mao

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

2311.01108 2023-11-03 cs.CL 85%

Noise-Robust Fine-Tuning of Pretrained Language Models via External Guidance

Song Wang, Zhen Tan, Ruocheng Guo, Jundong Li

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

Comments EMNLP Findings 2023

1. 指令微调 11601 篇

Automatically Generating Numerous Context-Driven SFT Data for LLMs across Diverse Granularity

SirLLM: Streaming Infinite Retentive LLM

ResumeFlow: An LLM-facilitated Pipeline for Personalized Resume Generation and Refinement

Privately Aligning Language Models with Reinforcement Learning

HeLM: Highlighted Evidence augmented Language Model for Enhanced Table-to-Text Generation

EmoVIT: Revolutionizing Emotion Insights with Visual Instruction Tuning

WESE: Weak Exploration to Strong Exploitation for LLM Agents

ArtGPT-4: Towards Artistic-understanding Large Vision-Language Models with Enhanced Adapter

Self-Guard: Empower the LLM to Safeguard Itself

OpenChat: Advancing Open-source Language Models with Mixed-Quality Data

LLM4VV: Developing LLM-Driven Testsuite for Compiler Validation

Explaining Pre-Trained Language Models with Attribution Scores: An Analysis in Low-Resource Settings

OPEx: A Component-Wise Analysis of LLM-Centric Agents in Embodied Instruction Following

Few-Shot Fairness: Unveiling LLM's Potential for Fairness-Aware Classification

Pushing The Limit of LLM Capacity for Text Classification

The Wisdom of Partisan Crowds: Comparing Collective Intelligence in Humans and LLM-based Agents

PLUG: Leveraging Pivot Language in Cross-Lingual Instruction Tuning

Language Model Sentence Completion with a Parser-Driven Rhetorical Control Method

TransLLaMa: LLM-based Simultaneous Translation System

Code Llama: Open Foundation Models for Code

Towards Building the Federated GPT: Federated Instruction Tuning

Language Models are Better Bug Detector Through Code-Pair Classification

Signed-Prompt: A New Approach to Prevent Prompt Injection Attacks Against LLM-Integrated Applications

UMIE: Unified Multimodal Information Extraction with Instruction Tuning

Contextual Code Switching for Machine Translation using Language Models

Visual Instruction Tuning with Polite Flamingo

Improving Medical Report Generation with Adapter Tuning and Knowledge Enhancement in Vision-Language Foundation Models

The ART of LLM Refinement: Ask, Refine, and Trust

MART: Improving LLM Safety with Multi-round Automatic Red-Teaming

Noise-Robust Fine-Tuning of Pretrained Language Models via External Guidance