Scaling medical imaging report generation with multimodal reinforcement learning
Flora Liu, Sheng Zhang, Guanghui Qin, Yu Gu, Ying Jin, Sam Preston, Yanbo Xu, Wen-wai Yim, Sid Kiblawi, Tim Ossowski, Tristan Naumann, Mu Wei, Hoifung Poon
January 2026
Wen-wai Yim
Publications
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MORQA: Benchmarking Evaluation Metrics for Medical Open-Ended Question Answering
Wen-wai Yim, Asma Ben Abacha, Zixuan Yu, Robert Doerning, Fei Xia, Meliha Yetisgen
September 2025
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CancerGUIDE: Cancer Guideline Understanding via Internal Disagreement Estimation
Alyssa Unell, Noel Codella, Sam Preston, Peniel Argaw, Wen-wai Yim, Zelalem Gero, Cliff Wong, Rajesh Jena, Eric Horvitz, Amanda K. Hall, Ruican Rachel Zhong, Jiachen Li, Shrey Jain, Mu Wei, Matthew P Lungren, Hoifung Poon
September 2025
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Demo: Healthcare Agent Orchestrator (HAO) for Patient Summarization in Molecular Tumor Boards
Matthias Blondeel, Noel Codella, Sam Preston, Hao Qiu, Leonardo Schettini, Frank Tuan, Wen-wai Yim, Smitha Saligrama, Mert Oz, Shrey Jain, Matthew P Lungren, Thomas Osborne
September 2025
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DermaVQA: A Multilingual Visual Question Answering Dataset for Dermatology
Wen-wai Yim, Yujuan Fu, Zhaoyi Sun, Asma Ben Abacha, Meliha Yetisgen, Fei Xia
Medical Image Computing and Computer Assisted Intervention -- MICCAI 2024 | October 2024
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Overview of the MEDIQA-MAGIC Task at ImageCLEF 2024: Multimodal And Generative TelemedICine in Dermatology
Wen-wai Yim, Asma Ben Abacha, Yujuan Fu, Zhaoyi Sun, Meliha Yetisgen, Fei Xia
CLEF 2024 Conference and Labs of the Evaluation Forum | September 2024
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Overview of the MEDIQA-CORR 2024 Shared Task on Medical Error Detection and Correction
Asma Ben Abacha, Wen-wai Yim, Yujuan Fu, Zhaoyi Sun, Fei Xia, Meliha Yetisgen
ClinicalNLP@NAACL 2024 | June 2024
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Overview of the MEDIQA-M3G 2024 Shared Task on Multilingual Multimodal Medical Answer Generation
Wen-wai Yim, Asma Ben Abacha, Yujuan Fu, Zhaoyi Sun, Fei Xia, Meliha Yetisgen, Martin Krallinger
ClinicalNLP@NAACL 2024 | June 2024
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To Err Is Human, How about Medical Large Language Models? Comparing Pre-trained Language Models for Medical Assessment Errors and Reliability
Wen-wai Yim, Yujuan Fu, Asma Ben Abacha, Meliha Yetisgen
LREC-COLING 2024 | May 2024
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Overview of the MEDIQA-Sum Task at ImageCLEF 2023: Summarization and Classification of Doctor-Patient Conversations
Wen-wai Yim, Asma Ben Abacha, Griffin Adams, Neal Snider, Meliha Yetisgen
CLEF 2023 Conference and Labs of the Evaluation Forum | September 2023
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ACI-BENCH: a Novel Ambient Clinical Intelligence Dataset for Benchmarking Automatic Visit Note Generation
Wen-wai Yim, Yujuan Fu, Asma Ben Abacha, Neal Snider, Thomas Lin, Meliha Yetisgen
Nature Scientific Data | September 2023
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An Investigation of Evaluation Methods in Automatic Medical Note Generation
Asma Ben Abacha, Wen-wai Yim, George Michalopoulos, Thomas Lin
ACL (Findings) 2023 | July 2023
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Overview of the MEDIQA-Chat 2023 Shared Tasks on the Summarization & Generation of Doctor-Patient Conversations
Asma Ben Abacha, Wen-wai Yim, Griffin Adams, Neal Snider, Meliha Yetisgen
ClinicalNLP@ACL 2023 | July 2023
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An Empirical Study of Clinical Note Generation from Doctor-Patient Encounters
Asma Ben Abacha, Wen-wai Yim, Yadan Fan, Thomas Lin
EACL 2023 -- The 17th Conference of the European Chapter of the Association for Computational Linguistics | May 2023
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Scaling medical imaging report generation with multimodal reinforcement learning
Flora Liu, Sheng Zhang, Guanghui Qin, Yu Gu, Ying Jin, Sam Preston, Yanbo Xu, Wen-wai Yim, Sid Kiblawi, Tim Ossowski, Tristan Naumann, Mu Wei, Hoifung Poon
January 2026
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MORQA: Benchmarking Evaluation Metrics for Medical Open-Ended Question Answering
Wen-wai Yim, Asma Ben Abacha, Zixuan Yu, Robert Doerning, Fei Xia, Meliha Yetisgen
September 2025
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CancerGUIDE: Cancer Guideline Understanding via Internal Disagreement Estimation
Alyssa Unell, Noel Codella, Sam Preston, Peniel Argaw, Wen-wai Yim, Zelalem Gero, Cliff Wong, Rajesh Jena, Eric Horvitz, Amanda K. Hall, Ruican Rachel Zhong, Jiachen Li, Shrey Jain, Mu Wei, Matthew P Lungren, Hoifung Poon
September 2025
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DermaVQA: A Multilingual Visual Question Answering Dataset for Dermatology
Wen-wai Yim, Yujuan Fu, Zhaoyi Sun, Asma Ben Abacha, Meliha Yetisgen, Fei Xia
Medical Image Computing and Computer Assisted Intervention -- MICCAI 2024 | October 2024
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Overview of the MEDIQA-MAGIC Task at ImageCLEF 2024: Multimodal And Generative TelemedICine in Dermatology
Wen-wai Yim, Asma Ben Abacha, Yujuan Fu, Zhaoyi Sun, Meliha Yetisgen, Fei Xia
CLEF 2024 Conference and Labs of the Evaluation Forum | September 2024
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Overview of the MEDIQA-CORR 2024 Shared Task on Medical Error Detection and Correction
Asma Ben Abacha, Wen-wai Yim, Yujuan Fu, Zhaoyi Sun, Fei Xia, Meliha Yetisgen
ClinicalNLP@NAACL 2024 | June 2024
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Overview of the MEDIQA-M3G 2024 Shared Task on Multilingual Multimodal Medical Answer Generation
Wen-wai Yim, Asma Ben Abacha, Yujuan Fu, Zhaoyi Sun, Fei Xia, Meliha Yetisgen, Martin Krallinger
ClinicalNLP@NAACL 2024 | June 2024
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To Err Is Human, How about Medical Large Language Models? Comparing Pre-trained Language Models for Medical Assessment Errors and Reliability
Wen-wai Yim, Yujuan Fu, Asma Ben Abacha, Meliha Yetisgen
LREC-COLING 2024 | May 2024
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Overview of the MEDIQA-Sum Task at ImageCLEF 2023: Summarization and Classification of Doctor-Patient Conversations
Wen-wai Yim, Asma Ben Abacha, Griffin Adams, Neal Snider, Meliha Yetisgen
CLEF 2023 Conference and Labs of the Evaluation Forum | September 2023
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ACI-BENCH: a Novel Ambient Clinical Intelligence Dataset for Benchmarking Automatic Visit Note Generation
Wen-wai Yim, Yujuan Fu, Asma Ben Abacha, Neal Snider, Thomas Lin, Meliha Yetisgen
Nature Scientific Data | September 2023
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An Investigation of Evaluation Methods in Automatic Medical Note Generation
Asma Ben Abacha, Wen-wai Yim, George Michalopoulos, Thomas Lin
ACL (Findings) 2023 | July 2023
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Overview of the MEDIQA-Chat 2023 Shared Tasks on the Summarization & Generation of Doctor-Patient Conversations
Asma Ben Abacha, Wen-wai Yim, Griffin Adams, Neal Snider, Meliha Yetisgen
ClinicalNLP@ACL 2023 | July 2023
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An Empirical Study of Clinical Note Generation from Doctor-Patient Encounters
Asma Ben Abacha, Wen-wai Yim, Yadan Fan, Thomas Lin
EACL 2023 -- The 17th Conference of the European Chapter of the Association for Computational Linguistics | May 2023
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Scaling medical imaging report generation with multimodal reinforcement learning
Flora Liu, Sheng Zhang, Guanghui Qin, Yu Gu, Ying Jin, Sam Preston, Yanbo Xu, Wen-wai Yim, Sid Kiblawi, Tim Ossowski, Tristan Naumann, Mu Wei, Hoifung Poon
January 2026
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Overview of the MEDIQA-MAGIC Task at ImageCLEF 2024: Multimodal And Generative TelemedICine in Dermatology
Wen-wai Yim, Asma Ben Abacha, Yujuan Fu, Zhaoyi Sun, Meliha Yetisgen, Fei Xia
CLEF 2024 Conference and Labs of the Evaluation Forum | September 2024
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Overview of the MEDIQA-M3G 2024 Shared Task on Multilingual Multimodal Medical Answer Generation
Wen-wai Yim, Asma Ben Abacha, Yujuan Fu, Zhaoyi Sun, Fei Xia, Meliha Yetisgen, Martin Krallinger
ClinicalNLP@NAACL 2024 | June 2024
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Scaling medical imaging report generation with multimodal reinforcement learning
Flora Liu, Sheng Zhang, Guanghui Qin, Yu Gu, Ying Jin, Sam Preston, Yanbo Xu, Wen-wai Yim, Sid Kiblawi, Tim Ossowski, Tristan Naumann, Mu Wei, Hoifung Poon
January 2026
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MORQA: Benchmarking Evaluation Metrics for Medical Open-Ended Question Answering
Wen-wai Yim, Asma Ben Abacha, Zixuan Yu, Robert Doerning, Fei Xia, Meliha Yetisgen
September 2025
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CancerGUIDE: Cancer Guideline Understanding via Internal Disagreement Estimation
Alyssa Unell, Noel Codella, Sam Preston, Peniel Argaw, Wen-wai Yim, Zelalem Gero, Cliff Wong, Rajesh Jena, Eric Horvitz, Amanda K. Hall, Ruican Rachel Zhong, Jiachen Li, Shrey Jain, Mu Wei, Matthew P Lungren, Hoifung Poon
September 2025
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Demo: Healthcare Agent Orchestrator (HAO) for Patient Summarization in Molecular Tumor Boards
Matthias Blondeel, Noel Codella, Sam Preston, Hao Qiu, Leonardo Schettini, Frank Tuan, Wen-wai Yim, Smitha Saligrama, Mert Oz, Shrey Jain, Matthew P Lungren, Thomas Osborne
September 2025
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DermaVQA: A Multilingual Visual Question Answering Dataset for Dermatology
Wen-wai Yim, Yujuan Fu, Zhaoyi Sun, Asma Ben Abacha, Meliha Yetisgen, Fei Xia
Medical Image Computing and Computer Assisted Intervention -- MICCAI 2024 | October 2024
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Overview of the MEDIQA-MAGIC Task at ImageCLEF 2024: Multimodal And Generative TelemedICine in Dermatology
Wen-wai Yim, Asma Ben Abacha, Yujuan Fu, Zhaoyi Sun, Meliha Yetisgen, Fei Xia
CLEF 2024 Conference and Labs of the Evaluation Forum | September 2024
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Overview of the MEDIQA-CORR 2024 Shared Task on Medical Error Detection and Correction
Asma Ben Abacha, Wen-wai Yim, Yujuan Fu, Zhaoyi Sun, Fei Xia, Meliha Yetisgen
ClinicalNLP@NAACL 2024 | June 2024
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Overview of the MEDIQA-M3G 2024 Shared Task on Multilingual Multimodal Medical Answer Generation
Wen-wai Yim, Asma Ben Abacha, Yujuan Fu, Zhaoyi Sun, Fei Xia, Meliha Yetisgen, Martin Krallinger
ClinicalNLP@NAACL 2024 | June 2024
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To Err Is Human, How about Medical Large Language Models? Comparing Pre-trained Language Models for Medical Assessment Errors and Reliability
Wen-wai Yim, Yujuan Fu, Asma Ben Abacha, Meliha Yetisgen
LREC-COLING 2024 | May 2024
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Overview of the MEDIQA-Sum Task at ImageCLEF 2023: Summarization and Classification of Doctor-Patient Conversations
Wen-wai Yim, Asma Ben Abacha, Griffin Adams, Neal Snider, Meliha Yetisgen
CLEF 2023 Conference and Labs of the Evaluation Forum | September 2023
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ACI-BENCH: a Novel Ambient Clinical Intelligence Dataset for Benchmarking Automatic Visit Note Generation
Wen-wai Yim, Yujuan Fu, Asma Ben Abacha, Neal Snider, Thomas Lin, Meliha Yetisgen
Nature Scientific Data | September 2023
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An Investigation of Evaluation Methods in Automatic Medical Note Generation
Asma Ben Abacha, Wen-wai Yim, George Michalopoulos, Thomas Lin
ACL (Findings) 2023 | July 2023
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Overview of the MEDIQA-Chat 2023 Shared Tasks on the Summarization & Generation of Doctor-Patient Conversations
Asma Ben Abacha, Wen-wai Yim, Griffin Adams, Neal Snider, Meliha Yetisgen
ClinicalNLP@ACL 2023 | July 2023
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An Empirical Study of Clinical Note Generation from Doctor-Patient Encounters
Asma Ben Abacha, Wen-wai Yim, Yadan Fan, Thomas Lin
EACL 2023 -- The 17th Conference of the European Chapter of the Association for Computational Linguistics | May 2023
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Scaling medical imaging report generation with multimodal reinforcement learning
Flora Liu, Sheng Zhang, Guanghui Qin, Yu Gu, Ying Jin, Sam Preston, Yanbo Xu, Wen-wai Yim, Sid Kiblawi, Tim Ossowski, Tristan Naumann, Mu Wei, Hoifung Poon
January 2026
-
MORQA: Benchmarking Evaluation Metrics for Medical Open-Ended Question Answering
Wen-wai Yim, Asma Ben Abacha, Zixuan Yu, Robert Doerning, Fei Xia, Meliha Yetisgen
September 2025
-
CancerGUIDE: Cancer Guideline Understanding via Internal Disagreement Estimation
Alyssa Unell, Noel Codella, Sam Preston, Peniel Argaw, Wen-wai Yim, Zelalem Gero, Cliff Wong, Rajesh Jena, Eric Horvitz, Amanda K. Hall, Ruican Rachel Zhong, Jiachen Li, Shrey Jain, Mu Wei, Matthew P Lungren, Hoifung Poon
September 2025
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Demo: Healthcare Agent Orchestrator (HAO) for Patient Summarization in Molecular Tumor Boards
Matthias Blondeel, Noel Codella, Sam Preston, Hao Qiu, Leonardo Schettini, Frank Tuan, Wen-wai Yim, Smitha Saligrama, Mert Oz, Shrey Jain, Matthew P Lungren, Thomas Osborne
September 2025
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DermaVQA: A Multilingual Visual Question Answering Dataset for Dermatology
Wen-wai Yim, Yujuan Fu, Zhaoyi Sun, Asma Ben Abacha, Meliha Yetisgen, Fei Xia
Medical Image Computing and Computer Assisted Intervention -- MICCAI 2024 | October 2024
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Overview of the MEDIQA-MAGIC Task at ImageCLEF 2024: Multimodal And Generative TelemedICine in Dermatology
Wen-wai Yim, Asma Ben Abacha, Yujuan Fu, Zhaoyi Sun, Meliha Yetisgen, Fei Xia
CLEF 2024 Conference and Labs of the Evaluation Forum | September 2024
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Overview of the MEDIQA-CORR 2024 Shared Task on Medical Error Detection and Correction
Asma Ben Abacha, Wen-wai Yim, Yujuan Fu, Zhaoyi Sun, Fei Xia, Meliha Yetisgen
ClinicalNLP@NAACL 2024 | June 2024
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Overview of the MEDIQA-M3G 2024 Shared Task on Multilingual Multimodal Medical Answer Generation
Wen-wai Yim, Asma Ben Abacha, Yujuan Fu, Zhaoyi Sun, Fei Xia, Meliha Yetisgen, Martin Krallinger
ClinicalNLP@NAACL 2024 | June 2024
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To Err Is Human, How about Medical Large Language Models? Comparing Pre-trained Language Models for Medical Assessment Errors and Reliability
Wen-wai Yim, Yujuan Fu, Asma Ben Abacha, Meliha Yetisgen
LREC-COLING 2024 | May 2024
-
Overview of the MEDIQA-Sum Task at ImageCLEF 2023: Summarization and Classification of Doctor-Patient Conversations
Wen-wai Yim, Asma Ben Abacha, Griffin Adams, Neal Snider, Meliha Yetisgen
CLEF 2023 Conference and Labs of the Evaluation Forum | September 2023
-
An Investigation of Evaluation Methods in Automatic Medical Note Generation
Asma Ben Abacha, Wen-wai Yim, George Michalopoulos, Thomas Lin
ACL (Findings) 2023 | July 2023
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Overview of the MEDIQA-Chat 2023 Shared Tasks on the Summarization & Generation of Doctor-Patient Conversations
Asma Ben Abacha, Wen-wai Yim, Griffin Adams, Neal Snider, Meliha Yetisgen
ClinicalNLP@ACL 2023 | July 2023
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An Empirical Study of Clinical Note Generation from Doctor-Patient Encounters
Asma Ben Abacha, Wen-wai Yim, Yadan Fan, Thomas Lin
EACL 2023 -- The 17th Conference of the European Chapter of the Association for Computational Linguistics | May 2023
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ACI-BENCH: a Novel Ambient Clinical Intelligence Dataset for Benchmarking Automatic Visit Note Generation
Wen-wai Yim, Yujuan Fu, Asma Ben Abacha, Neal Snider, Thomas Lin, Meliha Yetisgen
Nature Scientific Data | September 2023
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