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Is Information Density Uniform in Task-Oriented Dialogues?

2021-11-01 · EMNLP 2021 11 · Mario Giulianelli, Arabella Sinclair, Raquel Fernández

The Uniform Information Density principle states that speakers plan their utterances to reduce fluctuations in the density of the information transmitted. In this paper, we test whether, and within which contextual units this principle holds in task-oriented dialogues. We show that there is evidence supporting the principle in written dialogues where participants play a cooperative reference game as well as in spoken dialogues involving instruction giving and following. Our study underlines the importance of identifying the relevant contextual components, showing that information content increases particularly within topically and referentially related contextual units.

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dmg-illc/uid-dialogue 공식 구현 pytorch

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