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Assessing the performance of multimodal large language models in experimental information extraction from liquid-liquid phase separation literature.

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Title: Assessing the performance of multimodal large language models in experimental information extraction from liquid-liquid phase separation literature.
Authors: Chin KY; Graduate School of Medical Life Science, Yokohama City University, 1-7-29, Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan., Fujii S; Graduate School of Medical Life Science, Yokohama City University, 1-7-29, Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan., Ishida S; Graduate School of Medical Life Science, Yokohama City University, 1-7-29, Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan., Terayama K; Graduate School of Medical Life Science, Yokohama City University, 1-7-29, Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan. terayama@yokohama-cu.ac.jp.; RIKEN Center for Advanced Intelligence Project, 1-4-1, Nihonbashi, Chuo-ku, Tokyo, 103-0027, Japan. terayama@yokohama-cu.ac.jp.; MDX Research Center for Element Strategy, Institute of Science Tokyo, 4259 Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, 226-8501, Japan. terayama@yokohama-cu.ac.jp.; Department of Life Science and Technology, School of Life Science and Technology, Institute of Science Tokyo, 4259 Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, 226- 8501, Japan. terayama@yokohama-cu.ac.jp.
Source: Scientific reports [Sci Rep] 2026 Apr 10; Vol. 16 (1). Date of Electronic Publication: 2026 Apr 10.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Chin+KY%22">Chin KY</searchLink>; Graduate School of Medical Life Science, Yokohama City University, 1-7-29, Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan.<br /><searchLink fieldCode="AU" term="%22Fujii+S%22">Fujii S</searchLink>; Graduate School of Medical Life Science, Yokohama City University, 1-7-29, Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan.<br /><searchLink fieldCode="AU" term="%22Ishida+S%22">Ishida S</searchLink>; Graduate School of Medical Life Science, Yokohama City University, 1-7-29, Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan.<br /><searchLink fieldCode="AU" term="%22Terayama+K%22">Terayama K</searchLink>; Graduate School of Medical Life Science, Yokohama City University, 1-7-29, Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan. terayama@yokohama-cu.ac.jp.; RIKEN Center for Advanced Intelligence Project, 1-4-1, Nihonbashi, Chuo-ku, Tokyo, 103-0027, Japan. terayama@yokohama-cu.ac.jp.; MDX Research Center for Element Strategy, Institute of Science Tokyo, 4259 Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, 226-8501, Japan. terayama@yokohama-cu.ac.jp.; Department of Life Science and Technology, School of Life Science and Technology, Institute of Science Tokyo, 4259 Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, 226- 8501, Japan. terayama@yokohama-cu.ac.jp.
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