What is recorded here?
Combined a curated visual question set, circular option testing and model-assisted mapping from free-form outputs to choices for multimodal evaluation.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Choice remapping can introduce judge error. Pinned v3 describes the 2023 benchmark, not the later v1.1 dataset revision or a current leaderboard.
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People and systems
Yuan Liu; Haodong Duan; Yuanhan Zhang; Bo Li; Songyang Zhang; Wangbo Zhao; Yike Yuan; Jiaqi Wang; Conghui He; Ziwei Liu; Kai Chen; Dahua Lin
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
Liu and colleagues: MMBench capability and circular-choice evaluation
Combined a curated visual question set, circular option testing and model-assisted mapping from free-form outputs to choices for multimodal evaluation.
Scientific scope
Choice remapping can introduce judge error. Pinned v3 describes the 2023 benchmark, not the later v1.1 dataset revision or a current leaderboard.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Yuan Liu; Haodong Duan; Yuanhan Zhang; Bo Li; Songyang Zhang; Wangbo Zhao; Yike Yuan; Jiaqi Wang; Conghui He; Ziwei Liu; Kai Chen; Dahua Lin
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.