语言大模型 / LLM - arXivDaily 专题

2405.06424 2025-02-03 cs.CL cs.AI cs.LG 82%

Improving Instruction Following in Language Models through Proxy-Based Uncertainty Estimation

JoonHo Lee, Jae Oh Woo, Juree Seok, Parisa Hassanzadeh, Wooseok Jang, JuYoun Son, Sima Didari, Baruch Gutow, Heng Hao, Hankyu Moon, Wenjun Hu, Yeong-Dae Kwon, Taehee Lee, Seungjai Min

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

Comments Accepted to ICML 2024

2501.15040 2025-01-28 cs.CV 82%

Complementary Subspace Low-Rank Adaptation of Vision-Language Models for Few-Shot Classification

Zhongqi Wang, Jia Dai, Kai Li, Xu Li, Yanmeng Guo, Maosheng Xiang

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

Comments Preprint version

2501.14046 2025-01-27 cs.CV 82%

LLM-guided Instance-level Image Manipulation with Diffusion U-Net Cross-Attention Maps

Andrey Palaev, Adil Khan, Syed M. Ahsan Kazmi

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

Comments Presented at BMVC 2024

2501.13787 2025-01-24 cs.CL cs.AI cs.LG 82%

Parameter-Efficient Fine-Tuning for Foundation Models

Dan Zhang, Tao Feng, Lilong Xue, Yuandong Wang, Yuxiao Dong, Jie Tang

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

Comments 25 pages, 6 figures, 7 tables

2501.11391 2025-01-22 cs.IR 82%

Revisiting Language Models in Neural News Recommender Systems

Yuyue Zhao, Jin Huang, David Vos, Maarten de Rijke

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

Comments 16 pages, ECIR 2025, the 47th European Conference on Information Retrieval

2411.01174 2025-01-14 eess.AS cs.SD 82%

Leveraging LLM and Text-Queried Separation for Noise-Robust Sound Event Detection

Han Yin, Yang Xiao, Jisheng Bai, Rohan Kumar Das

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

Comments Accepted by ICASSP 2025 Workshop

2412.08443 2024-12-12 cs.CV cs.MM 82%

POINTS1.5: Building a Vision-Language Model towards Real World Applications

Yuan Liu, Le Tian, Xiao Zhou, Xinyu Gao, Kavio Yu, Yang Yu, Jie Zhou

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

2411.12058 2024-11-20 cs.SD eess.AS 82%

Vision Language Models Are Few-Shot Audio Spectrogram Classifiers

Satvik Dixit, Laurie M. Heller, Chris Donahue

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

2409.16718 2024-11-20 cs.CV cs.AI cs.CL cs.LG cs.RO 82%

Vision-Language Model Fine-Tuning via Simple Parameter-Efficient Modification

Ming Li, Jike Zhong, Chenxin Li, Liuzhuozheng Li, Nie Lin, Masashi Sugiyama

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

Comments EMNLP 2024 Main Conference

2411.10480 2024-11-19 cs.CV cs.AI cs.CL cs.LG cs.MM 82%

Hateful Meme Detection through Context-Sensitive Prompting and Fine-Grained Labeling

Rongxin Ouyang, Kokil Jaidka, Subhayan Mukerjee, Guangyu Cui

专题命中指令微调：prompting(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments AAAI-25 Student Abstract, Oral Presentation

2409.13870 2024-11-19 cs.CL cs.AI cs.LG 82%

Instruct-Tuning Pretrained Causal Language Models for Ancient Greek Papyrology and Epigraphy

Eric Cullhed

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

Comments 9 pages, 1 table. To be submitted

2411.08840 2024-11-14 cs.CV 82%

Multimodal Instruction Tuning with Hybrid State Space Models

Jianing Zhou, Han Li, Shuai Zhang, Ning Xie, Ruijie Wang, Xiaohan Nie, Sheng Liu, Lingyun Wang

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

2410.24087 2024-11-01 cs.LG cs.AI cs.CL 82%

In-Context Fine-Tuning for Time-Series Foundation Models

Abhimanyu Das, Matthew Faw, Rajat Sen, Yichen Zhou

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

2408.09053 2024-10-31 cs.LG cs.AI cs.CL 82%

Learning to Route for Dynamic Adapter Composition in Continual Learning with Language Models

Vladimir Araujo, Marie-Francine Moens, Tinne Tuytelaars

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

Comments Accepted paper EMNLP2024

2410.14753 2024-10-30 cs.LG cs.AI cs.CL 82%

Collaboratively adding new knowledge to an LLM

Rhui Dih Lee, Laura Wynter

专题命中指令微调：LLM(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2410.18988 2024-10-28 q-fin.ST econ.GN q-fin.EC 82%

Generating long-horizon stock "buy" signals with a neural language model

Joel R. Bock

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

2410.09079 2024-10-15 cs.CL cs.AI cs.LG 82%

BIPEFT: Budget-Guided Iterative Search for Parameter Efficient Fine-Tuning of Large Pretrained Language Models

Aofei Chang, Jiaqi Wang, Han Liu, Parminder Bhatia, Cao Xiao, Ting Wang, Fenglong Ma

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

Comments Accepted to EMNLP 2024 (Findings)

2405.10292 2024-10-10 cs.AI cs.CL cs.CV cs.LG 82%

Fine-Tuning Large Vision-Language Models as Decision-Making Agents via Reinforcement Learning

Yuexiang Zhai, Hao Bai, Zipeng Lin, Jiayi Pan, Shengbang Tong, Yifei Zhou, Alane Suhr, Saining Xie, Yann LeCun, Yi Ma, Sergey Levine

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

2410.02912 2024-10-07 cs.AI cs.CL cs.CR cs.LG 82%

Fine-Tuning Language Models with Differential Privacy through Adaptive Noise Allocation

Xianzhi Li, Ran Zmigrod, Zhiqiang Ma, Xiaomo Liu, Xiaodan Zhu

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

Comments EMNLP 2024 findings

2409.14109 2024-09-27 cs.CV 82%

Vision-Language Models Assisted Unsupervised Video Anomaly Detection

Yalong Jiang, Liquan Mao

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

2409.08582 2024-09-16 cs.CV 82%

ChangeChat: An Interactive Model for Remote Sensing Change Analysis via Multimodal Instruction Tuning

Pei Deng, Wenqian Zhou, Hanlin Wu

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

Comments 5 pages, 2 figures

2409.03810 2024-09-09 cs.SE cs.AI cs.CL cs.LG 82%

How Do Your Code LLMs Perform? Empowering Code Instruction Tuning with High-Quality Data

Yejie Wang, Keqing He, Dayuan Fu, Zhuoma Gongque, Heyang Xu, Yanxu Chen, Zhexu Wang, Yujia Fu, Guanting Dong, Muxi Diao, Jingang Wang, Mengdi Zhang, Xunliang Cai, Weiran Xu

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

Comments Working in progress

2408.16310 2024-08-30 cs.CV 82%

Bootstrap Segmentation Foundation Model under Distribution Shift via Object-Centric Learning

Luyao Tang, Yuxuan Yuan, Chaoqi Chen, Kunze Huang, Xinghao Ding, Yue Huang

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

Comments This work is accepted by ECCV 2024 EVAL-FoMo Workshop

2408.13979 2024-08-28 cs.CV cs.AI cs.CL cs.LG 82%

Nemesis: Normalizing the Soft-prompt Vectors of Vision-Language Models

Shuai Fu, Xiequn Wang, Qiushi Huang, Yu Zhang

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

Comments Accepted at ICLR 2024 (Spotlight)

2408.12337 2024-08-23 cs.CL cs.AI cs.LG cs.SY eess.SY 82%

Fine-tuning Smaller Language Models for Question Answering over Financial Documents

Karmvir Singh Phogat, Sai Akhil Puranam, Sridhar Dasaratha, Chetan Harsha, Shashishekar Ramakrishna

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

2408.11424 2024-08-22 cs.CV 82%

EMO-LLaMA: Enhancing Facial Emotion Understanding with Instruction Tuning

Bohao Xing, Zitong Yu, Xin Liu, Kaishen Yuan, Qilang Ye, Weicheng Xie, Huanjing Yue, Jingyu Yang, Heikki Kälviäinen

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

2407.15913 2024-07-24 cs.CV 82%

Test-Time Low Rank Adaptation via Confidence Maximization for Zero-Shot Generalization of Vision-Language Models

Raza Imam, Hanan Gani, Muhammad Huzaifa, Karthik Nandakumar

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

Comments Main paper: 11 pages, Supplementary material: 5 pages

2312.12379 2024-07-08 cs.CV 82%

Mixture of Cluster-conditional LoRA Experts for Vision-language Instruction Tuning

Yunhao Gou, Zhili Liu, Kai Chen, Lanqing Hong, Hang Xu, Aoxue Li, Dit-Yan Yeung, James T. Kwok, Yu Zhang

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

Comments Project website: https://gyhdog99.github.io/projects/mocle/

2405.12752 2024-07-03 cs.CV 82%

C3L: Content Correlated Vision-Language Instruction Tuning Data Generation via Contrastive Learning

Ji Ma, Wei Suo, Peng Wang, Yanning Zhang

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

Comments Accepted by IJCAI-24

2406.19486 2024-07-01 cs.CL cs.AI cs.ET cs.LG eess.SP 82%

LoPT: Low-Rank Prompt Tuning for Parameter Efficient Language Models

Shouchang Guo, Sonam Damani, Keng-hao Chang

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

1. 指令微调 11619 篇

Improving Instruction Following in Language Models through Proxy-Based Uncertainty Estimation

Complementary Subspace Low-Rank Adaptation of Vision-Language Models for Few-Shot Classification

LLM-guided Instance-level Image Manipulation with Diffusion U-Net Cross-Attention Maps

Parameter-Efficient Fine-Tuning for Foundation Models

Revisiting Language Models in Neural News Recommender Systems

Leveraging LLM and Text-Queried Separation for Noise-Robust Sound Event Detection

POINTS1.5: Building a Vision-Language Model towards Real World Applications

Vision Language Models Are Few-Shot Audio Spectrogram Classifiers

Vision-Language Model Fine-Tuning via Simple Parameter-Efficient Modification

Hateful Meme Detection through Context-Sensitive Prompting and Fine-Grained Labeling

Instruct-Tuning Pretrained Causal Language Models for Ancient Greek Papyrology and Epigraphy

Multimodal Instruction Tuning with Hybrid State Space Models

In-Context Fine-Tuning for Time-Series Foundation Models

Learning to Route for Dynamic Adapter Composition in Continual Learning with Language Models

Collaboratively adding new knowledge to an LLM

Generating long-horizon stock "buy" signals with a neural language model

BIPEFT: Budget-Guided Iterative Search for Parameter Efficient Fine-Tuning of Large Pretrained Language Models

Fine-Tuning Large Vision-Language Models as Decision-Making Agents via Reinforcement Learning

Fine-Tuning Language Models with Differential Privacy through Adaptive Noise Allocation

Vision-Language Models Assisted Unsupervised Video Anomaly Detection

ChangeChat: An Interactive Model for Remote Sensing Change Analysis via Multimodal Instruction Tuning

How Do Your Code LLMs Perform? Empowering Code Instruction Tuning with High-Quality Data

Bootstrap Segmentation Foundation Model under Distribution Shift via Object-Centric Learning

Nemesis: Normalizing the Soft-prompt Vectors of Vision-Language Models

Fine-tuning Smaller Language Models for Question Answering over Financial Documents

EMO-LLaMA: Enhancing Facial Emotion Understanding with Instruction Tuning

Test-Time Low Rank Adaptation via Confidence Maximization for Zero-Shot Generalization of Vision-Language Models

Mixture of Cluster-conditional LoRA Experts for Vision-language Instruction Tuning

C3L: Content Correlated Vision-Language Instruction Tuning Data Generation via Contrastive Learning

LoPT: Low-Rank Prompt Tuning for Parameter Efficient Language Models