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Hui-Ling Piao

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Book Open access Sep 2026

Choosing What Matters: Query-Aware Multimodal Routing for Conversational Recommendation

Conversational recommender systems can exploit structured, collaborative, textual, and visual evidence, but fixed multimodal fusion cannot adapt evidence use to each dialogue. Building on MSCRS [24], we propose Query-Aware Multimodal Routing for Conversational Recommendation (QAMR-CRS), which predicts modality weights...

Hui-Ling Piao, Seoin Choi, Sokphea Young et al. · 0 citations
Book Open access Sep 2026

Choosing What Matters: Query-Aware Multimodal Routing for Conversational Recommendation

Query-Aware Multimodal Routing for Conversational Recommendation (QAMR-CRS), which predicts modality weights from dialogue context and mentioned entities, routes knowledge graph, co-occurrence, text-similarity, and image-similarity evidence at the entity level, and converts the routed evidence into prompt prefixes, is...

Hui-Ling Piao, Seoin Choi, Sokphea Young et al. · 0 citations

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