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Author

Chunhan Li

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Aug 2026

Personal Behavior-Robust and Interpretable Multimodal Sentiment Analysis

Sentiment analysis, crucial in fields like human computer interaction and mental health, has advanced through multimodal fusion and large-scale language models. People exhibit significant variability in emotional expressions due to behavioral differences, yet existing methods often apply generic models across populatio...

Wenjuan Gong, Jiarui Li, Tingbo Shi et al. · 0 citations
Preprint Aug 2026

MGAL: A Multilingual Granularity-Aware Long-Context Benchmark

MGAL is the first multilingual, granularity- and position-aware long-context benchmark, constructed from United Nations reports spanning 8K to 128K tokens across the six official UN languages, and finds that LLMs perform well at word-level tasks but struggle with coarser-grained ones.

Chunhan Li, Chenglin Xu, Zongyang Zhang et al. · 0 citations

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