Author

Zi-Yang Ma

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Preprint Aug 2026

EmoS: A Theory-Grounded Framework for Evaluating and Aligning Emotional Intelligence in Spoken Language Models

EmoDialogue, a bilingual dataset providing necessary fine-grained supervision through response pairs with rigorously defined EI gradations, and EmoS, a specialized evaluator model optimized via Supervised Fine-Tuning and Group Relative Policy Optimization, are introduced, establishing a foundational framework for advancing emotionally intelligent dialogue systems.

Junyu Wang, Siyuan Zhang, Peiyuan Jiang et al. · 0 citations

Jul 2026

FVAttn: Adaptive Sparse Attention with Runtime Load Balancing for Video Generation

This work presents \method, a training-free sparse-attention system that improves the distributed execution efficiency of adaptive sparse attention under multi-GPU sequence parallelism.

Hao Liu, Chenghua Huang, Ye Huang et al. · arXiv.org · 0 citations