Extending E4SRec with multimodal content features on LastFM-1K yields up to 95% Recall and 79% NDCG gains over ID-only baselines, though naive fusion does not always improve results.
X-reflect: Cross-reflection prompting for multimodal recommen- dation
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The paper provides the first comprehensive survey of multimodal chain-of-thought reasoning, including foundational concepts, a taxonomy of methodologies, application analyses, challenges, and future directions.
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Multimodal Music Recommendation System using LLMs
Extending E4SRec with multimodal content features on LastFM-1K yields up to 95% Recall and 79% NDCG gains over ID-only baselines, though naive fusion does not always improve results.
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Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey
The paper provides the first comprehensive survey of multimodal chain-of-thought reasoning, including foundational concepts, a taxonomy of methodologies, application analyses, challenges, and future directions.