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Towards the generation of dialogue acts in socio-affective ECAs: a corpus-based prosodic analysis

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Abstract

We present a corpus-based prosodic analysis with the aim of uncovering the relationship between dialogue acts, personality and prosody in view to providing guidelines for the ECA Greta’s text-to-speech system. The corpus used is the SEMAINE corpus, featuring four different personalities, further annotated for dialogue acts and prosodic features. In order to show the importance of the choice of dialogue act taxonomy, two different taxonomies were used, the first corresponding to Searle’s taxonomy of speech acts and the second, inspired by Bunt’s DIT++, including a division of directive acts into finer categories. Our results show that finer-grained distinctions are important when choosing a taxonomy. We also show with some preliminary results that the prosodic correlates of dialogue acts are not always as cited in the literature and prove more complex and variable. By studying the realisation of different directive acts, we also observe differences in the communicative strategies of the ECA depending on personality, in view to providing input to a speech system.

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Notes

  1. http://mary.dfki.de/.

  2. Note that certain of these values, notably the pitch and intensity values, are sensitive to recording conditions and so comparison with previous works should be made with care. Here we compare only the values from the SEMAINE corpus between each other.

  3. Although no comparison is made in this study with other accents, the Belfast accent is known to be associated with high rising terminal inflections in declarative sentences, which could mean that a higher percentage of assertives and expressives are associated with a rising intonation than for example with SSE accents.

  4. This phenomenon has previously been noted in a corpus study of Dutch dialogues by Beun (1989), where only 48 % of declarative sentence had rising intonation, and there was seen to be a correlation between the use of the second person personal pronoun and of particles such as ‘and’ and ‘so’ in the identification of questions from declarative sentences with falling intonation. See Ŝafárová (2006) for an example of the use of the ‘you’-pronoun and particles to indicate response-seeking acts in American English. A further semantic explanation for the lack of a rising intonation in declarative questions is provided by Beun (2000), which suggests that a greater degree of certainty in the demand for confirmation is linked with a greater probability of a descending final contour.

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Correspondence to Rachel Bawden.

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Bawden, R., Clavel, C. & Landragin, F. Towards the generation of dialogue acts in socio-affective ECAs: a corpus-based prosodic analysis. Lang Resources & Evaluation 50, 821–838 (2016). https://doi.org/10.1007/s10579-015-9312-9

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