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Jing-Yi Liu

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Open access 2026

SPLGMMamba: A Self-Paced Learning-Guided Multimodal Mamba Framework for Depression Recognition

Depression manifests through heterogeneous behavioral cues, and multimodal methods can improve its recognition by integrating complementary information across modalities. However, existing approaches remain limited by the high computational cost of long-sequence modeling, insufficient cross-modal interaction, and inter...

Ze-Feng Shi, Hui-Min Mi, Jing-Yi Liu · 0 citations
#natural language process... Preprint Sep 2026

Index-Translate: A Multilingual Translation Model Family -- Text, Speech, Controlled Dubbing, and Long-Document Translation

We introduce Index-Translate, a multilingual translation model family that combines a shared multilingual foundation with specialized training for general translation, instruction following, speech translation, controlled dubbing, and long-document translation. It includes three model sizes, 2B, 9B, and 35B-A3B, and su...

Tian-Jiao Li, Meng-Ran Yu, Chen-Yu Shi et al. · 0 citations

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