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Author

Libo Sun

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Review Jul 2026

Joint aspect-based sentiment and overall rating prediction via a cross-modal transformer in user reviews

MMRP is proposed, an end-to-end multimodal multitask framework for jointly modeling ACSA and ORP from image-text reviews and demonstrates the effectiveness of jointly leveraging multimodal information for aspect-level and overall rating prediction in user reviews.

Xiaoning Wang, Rui Li, Yuxuan Guo et al. · 0 citations
Preprint Aug 2026

When Vision Becomes Text: Visual Token Pruning via Cross-Modal Residual Guidance in VLMs

This paper revisit VLM inference and presents a new efficient guidance scheme that complements similarity-based guidance, and proposes Cross Modal Residual (CMR), a training-free visual token compression method that combines CMR, text-attention relevance, and residual-space diversity to retain task-relevant and complem...

Congyang Ou, Rui-Ke Song, Yang Zhou et al. · 1 citation

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