语言大模型 / LLM - arXivDaily 专题

2408.09671 2024-12-13 cs.IR 82%

GANPrompt: Enhancing Robustness in LLM-Based Recommendations with GAN-Enhanced Diversity Prompts

Xinyu Li, Chuang Zhao, Hongke Zhao, Likang Wu, Ming HE

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

2407.00983 2024-12-09 cs.CV 82%

FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models

Ruinan Jin, Zikang Xu, Yuan Zhong, Qiongsong Yao, Qi Dou, S. Kevin Zhou, Xiaoxiao Li

专题命中领域大模型：foundation model(title,abstract)；prompting(abstract)

Comments 29 pages, 17 figures

2411.15898 2024-11-26 cs.SE 82%

Towards the LLM-Based Generation of Formal Specifications from Natural-Language Contracts: Early Experiments with Symboleo

Mounira Nihad Zitouni, Amal Ahmed Anda, Sahil Rajpal, Daniel Amyot, John Mylopoulos

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments 9 pages, 1 figure, 2 tables, submitted to a workshop

2411.10455 2024-11-19 cs.CY cs.SE 82%

LLM-itation is the Sincerest Form of Data: Generating Synthetic Buggy Code Submissions for Computing Education

Juho Leinonen, Paul Denny, Olli Kiljunen, Stephen MacNeil, Sami Sarsa, Arto Hellas

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments 7 pages, 3 tables, 1 figure

2406.14900 2024-11-06 cs.IR 82%

Decoding Matters: Addressing Amplification Bias and Homogeneity Issue for LLM-based Recommendation

Keqin Bao, Jizhi Zhang, Yang Zhang, Xinyue Huo, Chong Chen, Fuli Feng

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments Accepted at EMNLP 2024 Main Conference

2403.19137 2024-11-01 cs.CV 82%

CLAP4CLIP: Continual Learning with Probabilistic Finetuning for Vision-Language Models

Saurav Jha, Dong Gong, Lina Yao

专题命中领域大模型：language model(title,abstract)；prompting(abstract)

Comments Accepted as a poster at NeurIPS 2024

2410.15886 2024-10-22 cs.CV 82%

Foundation Models for Slide-level Cancer Subtyping in Digital Pathology

Pablo Meseguer, Rocío del Amor, Adrian Colomer, Valery Naranjo

专题命中领域大模型：foundation model(title,abstract)；pretraining(abstract)

Comments Manuscript accepted for oral presentation at Decision Science Allieance -INternational Summer Conference (DSA-ISC) 2024 held on Valencia, Spain

2410.15284 2024-10-22 cs.CE cs.HC 82%

Customized FinGPT Search Agents Using Foundation Models

Felix Tian, Ajay Byadgi, Daniel Kim, Daochen Zha, Matt White, Kairong Xiao, Xiao-Yang Liu Yanglet

专题命中领域大模型：foundation model(title)；large language model(abstract)；language model(abstract)

Journal ref 5th ACM International Conference on AI in Finance, 2024

2309.16235 2024-10-22 physics.chem-ph cs.AI cs.CL cs.LG q-bio.BM 82%

Language models in molecular discovery

Nikita Janakarajan, Tim Erdmann, Sarath Swaminathan, Teodoro Laino, Jannis Born

专题命中领域大模型：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Under review

Journal ref Drug Development Supported by Informatics, 2024

2410.13611 2024-10-18 cs.CV cs.AI cs.CL cs.LG 82%

H2OVL-Mississippi Vision Language Models Technical Report

Shaikat Galib, Shanshan Wang, Guanshuo Xu, Pascal Pfeiffer, Ryan Chesler, Mark Landry, Sri Satish Ambati

专题命中领域大模型：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2407.05131 2024-10-18 cs.LG cs.AI cs.CL cs.CV cs.CY 82%

RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models

Peng Xia, Kangyu Zhu, Haoran Li, Hongtu Zhu, Yun Li, Gang Li, Linjun Zhang, Huaxiu Yao

专题命中领域大模型：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments EMNLP 2024 main

2410.09759 2024-10-15 cs.CV 82%

Data Adaptive Few-shot Multi Label Segmentation with Foundation Model

Gurunath Reddy, Dattesh Shanbhag, Deepa Anand

专题命中领域大模型：foundation model(title,abstract)；prompting(abstract)

2409.10553 2024-09-25 cs.CY 82%

"Flipped" University: LLM-Assisted Lifelong Learning Environment

Kirill Krinkin, Tatiana Berlenko

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments Pre-print version, accepted for 31st International Conference on Neural Information Processing (ICONIP2024), 13 pages, 2 figures

2409.04016 2024-09-09 cs.SD eess.AS 82%

Investigating Neural Audio Codecs for Speech Language Model-Based Speech Generation

Jiaqi Li, Dongmei Wang, Xiaofei Wang, Yao Qian, Long Zhou, Shujie Liu, Midia Yousefi, Canrun Li, Chung-Hsien Tsai, Zhen Xiao, Yanqing Liu, Junkun Chen, Sheng Zhao, Jinyu Li, Zhizheng Wu, Michael Zeng

专题命中领域大模型：language model(title,abstract)；SLM(abstract)

Comments Accepted by SLT-2024

2409.03868 2024-09-09 cs.CV 82%

Few-shot Adaptation of Medical Vision-Language Models

Fereshteh Shakeri, Yunshi Huang, Julio Silva-Rodríguez, Houda Bahig, An Tang, Jose Dolz, Ismail Ben Ayed

专题命中领域大模型：language model(title,abstract)；foundation model(abstract)

Comments MICCAI 2024 (Spotlight) - Code is available at https://github.com/FereshteShakeri/few-shot-MedVLMs.git

2408.14770 2024-08-28 cs.CV 82%

Text-guided Foundation Model Adaptation for Long-Tailed Medical Image Classification

Sirui Li, Li Lin, Yijin Huang, Pujin Cheng, Xiaoying Tang

专题命中领域大模型：foundation model(title,abstract)；pretraining(abstract)

Comments Accepted by IEEE ISBI 2024

2408.12097 2024-08-23 cs.LG cs.AI cs.CL 82%

Extraction of Research Objectives, Machine Learning Model Names, and Dataset Names from Academic Papers and Analysis of Their Interrelationships Using LLM and Network Analysis

S. Nishio, H. Nonaka, N. Tsuchiya, A. Migita, Y. Banno, T. Hayashi, H. Sakaji, T. Sakumoto, K. Watabe

专题命中领域大模型：LLM(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 10 pages, 8 figures

2408.09199 2024-08-20 cs.IR 82%

TC-RAG:Turing-Complete RAG's Case study on Medical LLM Systems

Xinke Jiang, Yue Fang, Rihong Qiu, Haoyu Zhang, Yongxin Xu, Hao Chen, Wentao Zhang, Ruizhe Zhang, Yuchen Fang, Xu Chu, Junfeng Zhao, Yasha Wang

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)

Comments version 1.0

2404.15939 2024-08-08 cs.IR eess.SP 82%

Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Andrei-Laurentiu Bornea, Fadhel Ayed, Antonio De Domenico, Nicola Piovesan, Ali Maatouk

专题命中领域大模型：language model(title,abstract)；large language model(abstract)

Comments 6 pages, 5 Figure, 4 Tables, accepted to IEEE Globecom 2024 (see https://github.com/netop-team/telco-rag)

2407.21043 2024-08-05 cs.CL cs.AI cs.LG 82%

CP-Prompt: Composition-Based Cross-modal Prompting for Domain-Incremental Continual Learning

Yu Feng, Zhen Tian, Yifan Zhu, Zongfu Han, Haoran Luo, Guangwei Zhang, Meina Song

专题命中领域大模型：prompting(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by ACM MM 2024

2408.00331 2024-08-02 cs.CV 82%

DECIDER: Leveraging Foundation Model Priors for Improved Model Failure Detection and Explanation

Rakshith Subramanyam, Kowshik Thopalli, Vivek Narayanaswamy, Jayaraman J. Thiagarajan

专题命中领域大模型：foundation model(title)；large language model(abstract)；language model(abstract)

Comments Accepted at ECCV (European Conference on Computer Vision) 2024

2308.04430 2024-08-01 cs.CL cs.AI cs.LG 82%

SILO Language Models: Isolating Legal Risk In a Nonparametric Datastore

Sewon Min, Suchin Gururangan, Eric Wallace, Weijia Shi, Hannaneh Hajishirzi, Noah A. Smith, Luke Zettlemoyer

专题命中领域大模型：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 29 pages; 7 figures. Published as a conference paper at ICLR 2024 (spotlight). Code, models, and data available at https://github.com/kernelmachine/silo-lm

2407.12276 2024-07-18 cs.CV 82%

VCP-CLIP: A visual context prompting model for zero-shot anomaly segmentation

Zhen Qu, Xian Tao, Mukesh Prasad, Fei Shen, Zhengtao Zhang, Xinyi Gong, Guiguang Ding

专题命中领域大模型：prompting(title,abstract)；language model(abstract)

2407.05419 2024-07-09 cs.CV cs.IR 82%

Multimodal Language Models for Domain-Specific Procedural Video Summarization

Nafisa Hussain

专题命中领域大模型：language model(title,abstract)；large language model(abstract)

Comments 6 pages, 3 figures

2407.05416 2024-07-09 cs.CV 82%

Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation

Juzheng Miao, Cheng Chen, Keli Zhang, Jie Chuai, Quanzheng Li, Pheng-Ann Heng

专题命中领域大模型：prompting(title,abstract)；foundation model(abstract)

Comments Accepted at MICCAI 2024

2406.16271 2024-06-25 cs.CV 82%

Feature-prompting GBMSeg: One-Shot Reference Guided Training-Free Prompt Engineering for Glomerular Basement Membrane Segmentation

Xueyu Liu, Guangze Shi, Rui Wang, Yexin Lai, Jianan Zhang, Lele Sun, Quan Yang, Yongfei Wu, MIng Li, Weixia Han, Wen Zheng

专题命中领域大模型：prompting(title,abstract)；foundation model(abstract)

Comments Accepted for MICCAI2024

2404.04234 2024-06-11 cs.LG cs.AI cs.CL 82%

player2vec: A Language Modeling Approach to Understand Player Behavior in Games

Tianze Wang, Maryam Honari-Jahromi, Styliani Katsarou, Olga Mikheeva, Theodoros Panagiotakopoulos, Sahar Asadi, Oleg Smirnov

专题命中领域大模型：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2402.15010 2024-06-11 cs.CL cs.AI cs.LG 82%

How Important Is Tokenization in French Medical Masked Language Models?

Yanis Labrak, Adrien Bazoge, Beatrice Daille, Mickael Rouvier, Richard Dufour

专题命中领域大模型：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)

Journal ref Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)

2405.14446 2024-05-28 cs.LG cs.AI cs.CL cs.DC 82%

Worldwide Federated Training of Language Models

Alex Iacob, Lorenzo Sani, Bill Marino, Preslav Aleksandrov, William F. Shen, Nicholas Donald Lane

专题命中领域大模型：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 19 pages, 8 figures, Under Review

2404.05694 2024-05-09 cs.CL cs.AI cs.LG 82%

Comprehensive Study on German Language Models for Clinical and Biomedical Text Understanding

Ahmad Idrissi-Yaghir, Amin Dada, Henning Schäfer, Kamyar Arzideh, Giulia Baldini, Jan Trienes, Max Hasin, Jeanette Bewersdorff, Cynthia S. Schmidt, Marie Bauer, Kaleb E. Smith, Jiang Bian, Yonghui Wu, Jörg Schlötterer, Torsten Zesch, Peter A. Horn, Christin Seifert, Felix Nensa, Jens Kleesiek, Christoph M. Friedrich

专题命中领域大模型：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted at LREC-COLING 2024

1. 领域大模型 12597 篇

GANPrompt: Enhancing Robustness in LLM-Based Recommendations with GAN-Enhanced Diversity Prompts

FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models

Towards the LLM-Based Generation of Formal Specifications from Natural-Language Contracts: Early Experiments with Symboleo

LLM-itation is the Sincerest Form of Data: Generating Synthetic Buggy Code Submissions for Computing Education

Decoding Matters: Addressing Amplification Bias and Homogeneity Issue for LLM-based Recommendation

CLAP4CLIP: Continual Learning with Probabilistic Finetuning for Vision-Language Models

Foundation Models for Slide-level Cancer Subtyping in Digital Pathology

Customized FinGPT Search Agents Using Foundation Models

Language models in molecular discovery

H2OVL-Mississippi Vision Language Models Technical Report

RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models

Data Adaptive Few-shot Multi Label Segmentation with Foundation Model

"Flipped" University: LLM-Assisted Lifelong Learning Environment

Investigating Neural Audio Codecs for Speech Language Model-Based Speech Generation

Few-shot Adaptation of Medical Vision-Language Models

Text-guided Foundation Model Adaptation for Long-Tailed Medical Image Classification

Extraction of Research Objectives, Machine Learning Model Names, and Dataset Names from Academic Papers and Analysis of Their Interrelationships Using LLM and Network Analysis

TC-RAG:Turing-Complete RAG's Case study on Medical LLM Systems

Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

CP-Prompt: Composition-Based Cross-modal Prompting for Domain-Incremental Continual Learning

DECIDER: Leveraging Foundation Model Priors for Improved Model Failure Detection and Explanation

SILO Language Models: Isolating Legal Risk In a Nonparametric Datastore

VCP-CLIP: A visual context prompting model for zero-shot anomaly segmentation

Multimodal Language Models for Domain-Specific Procedural Video Summarization

Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation

Feature-prompting GBMSeg: One-Shot Reference Guided Training-Free Prompt Engineering for Glomerular Basement Membrane Segmentation

player2vec: A Language Modeling Approach to Understand Player Behavior in Games

How Important Is Tokenization in French Medical Masked Language Models?

Worldwide Federated Training of Language Models

Comprehensive Study on German Language Models for Clinical and Biomedical Text Understanding