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Tiquan Gu

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Open access Aug 2026

HiRoC: selective history routing and disagreement-aware calibration for multimodal conversational emotion recognition

Multimodal Emotion Recognition in Conversation (MERC) aims to infer speakers’ affective states from heterogeneous cues within evolving dialogue contexts. Although graph-based methods have shown strong potential in modeling conversational structures, they often introduce history through dense or predefined connections a...

Gong Li, Hui-Qiang Guo, Meng-Di Liu et al. · 0 citations
#small language model Open access Sep 2026

Document-level relation extraction via self-correcting prompt optimization and preference alignment

This paper proposes SPO-PA, which combines self-correcting prompt optimization (SPO) and preference alignment (PA), which compares LLM predictions with reference annotations and applies source-specific constraints to these signals.

Fu-Yuan Wei, Wen-Zhong Yang, Tiquan Gu et al. · 0 citations

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