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Reflective Dialogue VQA

Reflective Dialogue between Teacher and Solver Agents for Video Question Answering

Takuya Murakawa, Toru Tamaki · 2026-05-27

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Management
T1 Static Memory
Memory is built once and reused without change during deployment.
Primary modality
Video & streaming
Also: text, Image
Representation
Source- and modality-specific

How experience becomes memory

Each path is one memory component, traced from what is stored to how it is found again.

  1. Reflective Dialogue history containing support questions answers feedback and visual grounding reflections

    1. Represented asModality-specific encodings & geometric stateSource- and modality-specific
    2. Stored inFlat sequential records
    3. Retrieved byMetadata / spatiotemporal retrieval
    4. Source evidenceSource not retained
    Natural-language multi-turn dialogue history used as inference-time context. the constructed dialogue history is injected as context at inference time instead of direct fine-tuning.Full paper: 3. Method · PDF p. 2 · Figure 1 / method overview

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