| CPC G10L 15/06 (2013.01) [G10L 15/02 (2013.01); G10L 15/16 (2013.01); G10L 25/63 (2013.01); G10L 15/063 (2013.01); G10L 15/075 (2013.01); G10L 25/03 (2013.01); G10L 25/06 (2013.01); G10L 25/09 (2013.01); G10L 25/12 (2013.01); G10L 25/18 (2013.01); G10L 25/21 (2013.01); G10L 25/24 (2013.01); G10L 25/30 (2013.01)] | 12 Claims |

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1. A paralinguistic information estimation model learning device comprising:
an anti-teacher determiner configured to determine, based on a paralinguistic information label indicating a determination result of paralinguistic information given by a plurality of listeners for each utterance, an anti-teacher label indicating an anti-teacher serving as incorrect paralinguistic information for the utterance;
an anti-teacher estimation model learner configured to learn, based on an acoustic feature extracted from the utterance and the anti-teacher label, an anti-teacher estimation model,
wherein the anti-teacher estimation model, subsequent to the learning, estimates a posterior probability of anti-teacher from an acoustic feature of an input utterance to further estimate paralinguistic information of the input utterance based on the posterior probability.
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