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ParaCalib:语义校准的副语言建模用于抑郁检测
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ParaCalib 框架通过 Audio-Language Model 生成上下文感知的语音描述,并用 LLM-based Paralinguistic State Extractor 映射为结构化 SC-Para 表示,在 DAIC-WOZ 上 Macro-F1 达 71.9%,MODMA 上达 90.5%。
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Oct 2, 2026
- arXiv · Audio and SpeechParaCalib:通过语义校准的副语言建模实现抑郁症检测
ParaCalib 框架通过 Audio-Language Model 生成上下文感知的语音描述,并用 LLM-based Paralinguistic State Extractor 映射为结构化 SC-Para 表示,在 DAIC-WOZ 上 Macro-F1 达 71.9%,MODMA 上达 90.5%。
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