Author

Ye Shen

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Preprint Aug 2026

SciMIF: Understanding Multimodal Instruction Following in Scientific Domains

This work introduces SciMIF, a novel benchmark designed to evaluate the capability of MLLMs in following complex scientific instructions, and proposes a comprehensive taxonomy comprising 10 constraint groups that captures both general functional requirements and discipline-specific characteristics.

Ye Shen, Yu-Ting Zheng, Dun Pei et al. · 0 citations

#natural language process... Sep 2025

QoNext: Towards Next-generation QoE for Foundation Models

QoNext is introduced, the first framework that adapts Quality of Experience principles from networking and multimedia to the holistic assessment of human-AI interaction and demonstrates that QoNext effectively decodes the underlying mechanisms of user satisfaction and enables precise prediction of human sentiment acros...

Yi-Jin Guo, Fa-Rong Wen, Ye Shen et al. · arXiv.org · 0 citations