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audEERING

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Ideas that could help audEERING

ProtoFilter: Typicality Scoring for Emotional Speech Training CorporaWhy it helps: Their openSMILE/evAI emotion-recognition stack is deployed across industries; a typicality filter that cleans training corpora directly attacks the cross-corpus degradation their customers hit when models move between recording environments.
Unscripted Bench: A Spontaneous-Episode Benchmark for Emotion AIWhy it helps: Speech-emotion technology vendor (openSMILE); a spontaneous-episode benchmark lets it demonstrate and improve real-world rather than acted-data performance for enterprise buyers.
The Spontaneity Gap Benchmark for Speech AIWhy it helps: Its speech-emotion technology is precisely what [2] shows is overestimated on acted data; a spontaneity-gap report de-risks its deployments in real call centers.

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