MAMMQA is a multi-agent framework that decomposes multimodal queries, retrieves modality-specific answers, performs cross-modal synthesis with VLMs, and integrates results via an LLM to outperform single-model baselines on QA benchmarks.
InFindings of the Asso- ciation for Computational Linguistics: EMNLP 2020, pages 1026–1036, Online
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Rethinking Information Synthesis in Multimodal Question Answering A Multi-Agent Perspective
MAMMQA is a multi-agent framework that decomposes multimodal queries, retrieves modality-specific answers, performs cross-modal synthesis with VLMs, and integrates results via an LLM to outperform single-model baselines on QA benchmarks.