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M. Dolzhenkova

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Open access Sep 2026

Reasoning Together: Designing and Evaluating MLLM Team Strategies for Multimodal Quiz Questions

Multimodal large language models (MLLMs) often struggle with open-ended questions requiring the integration of visual evidence, indirect textual clues, and background knowledge. We investigate whether team-based inference improves performance on Russian-language multimodal What? Where? When? questions. We introduce a n...

A. Kotelnikova, V. Byzov, M. Dolzhenkova et al. · 0 citations

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