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Detecting Emotion Carriers by Combining Acoustic and Lexical Representations ...
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Annotation of Emotion Carriers in Personal Narratives ...
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Abstract:
We are interested in the problem of understanding personal narratives (PN) - spoken or written - recollections of facts, events, and thoughts. In PN, emotion carriers are the speech or text segments that best explain the emotional state of the user. Such segments may include entities, verb or noun phrases. Advanced automatic understanding of PNs requires not only the prediction of the user emotional state but also to identify which events (e.g. "the loss of relative" or "the visit of grandpa") or people ( e.g. "the old group of high school mates") carry the emotion manifested during the personal recollection. This work proposes and evaluates an annotation model for identifying emotion carriers in spoken personal narratives. Compared to other text genres such as news and microblogs, spoken PNs are particularly challenging because a narrative is usually unstructured, involving multiple sub-events and characters as well as thoughts and associated emotions perceived by the narrator. In this work, we experiment ... : published in LREC 2020 http://www.lrec-conf.org/proceedings/lrec2020/pdf/2020.lrec-1.188.pdf ...
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Keyword:
Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2002.12196 https://arxiv.org/abs/2002.12196
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Active Annotation: bootstrapping annotation lexicon and guidelines for supervised NLU learning ...
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Comparing stochastic approaches to spoken language understanding in multiple languages
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In: ISSN: 1558-7916 ; IEEE Transactions on Audio, Speech and Language Processing ; https://hal.inria.fr/hal-00746965 ; IEEE Transactions on Audio, Speech and Language Processing, Institute of Electrical and Electronics Engineers, 2011, 19 (6), pp.1569-1583 (2011)
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Guidelines for annotating the LUNA corpus with frame information
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The LUNA Corpus: an Annotation Scheme for a Multi-domain Multi-lingual Dialogue Corpus ...
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Using Context to Improve Emotion Detection in Spoken Dialog Systems
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Using Context to Improve Emotion Detection in Spoken Dialog Systems ...
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