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

Mimic-cxr-jpg, a large publicly available database of labeled chest radiographs

Original

Alistair EW Johnson, Tom J Pollard, Nathaniel R Greenbaum, Matthew P Lungren, Chih-ying Deng, Yifan Peng, Zhiyong Lu, Roger G Mark, Seth J Berkowitz, and Steven Horng. 2019 · 1901

Earlier work this paper cites.

Publicly available clinical bert embeddings

Original

Emily Alsentzer, John R Murphy, Willie Boag, Wei-Hung Weng, Di Jin, Tristan Naumann, and Matthew McDermott. 2019 · 1904

Earlier work this paper cites.

Asymptotic statistics , volume 3

Aad W Van der Vaart. 2000 · 2000

Earlier work this paper cites.

Bleu: a method for automatic evaluation of machine translation

Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002 · 2002

Earlier work this paper cites.

Rouge: A package for automatic evaluation of summaries

Chin-Yew Lin. 2004 · 2004

Earlier work this paper cites.

Meteor: An automatic metric for mt evaluation with improved correlation with human judgments

Satanjeev Banerjee and Alon Lavie. 2005 · 2005

Earlier work this paper cites.

A graphical approach to sequentially rejective multiple test procedures

Frank Bretz, Willi Maurer, Werner Brannath, and Martin Posch. 2009 · 2009

Earlier work this paper cites.

Sequence to sequence learning with neural networks

Ilya Sutskever, Oriol Vinyals, and Quoc V Le. 2014 · 2014

Earlier work this paper cites.

Preparing a collection of radiology examinations for distribution and retrieval

Dina Demner-Fushman, Marc D Kohli, Marc B Rosenman, Sonya E Shooshan, Laritza Rodriguez, Sameer Antani, George R Thoma, and Clement J McDonald. 2016 · 2016

Earlier work this paper cites.

Deep residual learning for image recognition

Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2016 · 2016

Earlier work this paper cites.

Artificial intelligence in radiotherapy treatment planning: present and future

Chunhao Wang, Xiaofeng Zhu, Julian C Hong, and Dandan Zheng. 2019 · 2019

Earlier work this paper cites.

Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control

Original

Anastasios N. Angelopoulos, Stephen Bates, Emmanuel J. Candès, Michael I. Jordan, and Lihua Lei. 2021 · 2021

Earlier work this paper cites.

Lora: Low-rank adaptation of large language models

Original

Edward J Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen. 2021 · 2021

Earlier work this paper cites.

Learning transferable visual models from natural language supervision

Original

Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, Gretchen Krueger, and Ilya Sutskever. 2021 · 2021

Cited alongside, same era.

Artificial intelligence in neurodegenerative diseases: A review of available tools with a focus on machine learning techniques

Alexandra-Maria Tăuţan, Bogdan Ionescu, and Emiliano Santarnecchi. 2021 · 2021

Cited alongside, same era.

A unified drug–target interaction prediction framework based on knowledge graph and recommendation system

Qing Ye, Chang-Yu Hsieh, Ziyi Yang, Yu Kang, Jiming Chen, Dongsheng Cao, Shibo He, and Tingjun Hou. 2021 · 2021

Cited alongside, same era.

Flamingo: a visual language model for few-shot learning

Jean-Baptiste Alayrac, Jeff Donahue, Pauline Luc, Antoine Miech, Iain Barr, Yana Hasson, Karel Lenc, Arthur Mensch, Katherine Millican, Malcolm Reynolds, et al. 2022 · 2022

Cited alongside, same era.

Dola: Decoding by contrasting layers improves factuality in large language models

Towards generalist foundation model for radiology

Original

Chaoyi Wu, Xiaoman Zhang, Ya Zhang, Yanfeng Wang, and Weidi Xie. 2023 · 2023

Later among the works it cites.

Hgclip: Exploring vision-language models with graph representations for hierarchical understanding

Original

Peng Xia, Xingtong Yu, Ming Hu, Lie Ju, Zhiyong Wang, Peibo Duan, and Zongyuan Ge. 2023 · 2023

Later among the works it cites.

Ramm: Retrieval-augmented biomedical visual question answering with multi-modal pre-training

Zheng Yuan, Qiao Jin, Chuanqi Tan, Zhengyun Zhao, Hongyi Yuan, Fei Huang, and Songfang Huang. 2023 · 2023

Later among the works it cites.

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Original

Xiaoman Zhang, Chaoyi Wu, Ziheng Zhao, Weixiong Lin, Ya Zhang, Yanfeng Wang, and Weidi Xie. 2023 · 2023

Later among the works it cites.

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