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Fernández, Raquel (3)
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The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (2)
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Hits 1 – 3 of 3
1
Is Information Density Uniform in Task-Oriented Dialogues? ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Fernández, Raquel
;
Giulianelli, Mario
. - : Underline Science Inc., 2021
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2
Analysing Human Strategies of Information Transmission as a Function of Discourse Context ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Fernández, Raquel
;
Giulianelli, Mario
. - : Underline Science Inc., 2021
Abstract:
Speakers are thought to use rational information transmission strategies for efficient communication (Genzel and Charniak, 2002; Aylett and Turk, 2004; Jaeger and Levy, 2007). Previous work analysing these strategies in sentence production has failed to take into account how the information content of sentences varies as a function of the available discourse context. In this study, we estimate sentence information content within discourse context. We find that speakers transmit information at a stable rate—i.e., rationally—in English newspaper articles but that this rate decreases in spoken open domain and written task-oriented dialogues. We also observe that speakers’ choices are not oriented towards local uniformity of information, which is another hypothesised rational strategy. We suggest that a more faithful model of communication should explicitly include production costs and goal-oriented rewards. ...
Keyword:
Computational Linguistics
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
URL:
https://underline.io/lecture/39851-analysing-human-strategies-of-information-transmission-as-a-function-of-discourse-context
https://dx.doi.org/10.48448/2m0r-1907
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3
Analysing Lexical Semantic Change with Contextualised Word Representations ...
Giulianelli, Mario
;
Del Tredici, Marco
;
Fernández, Raquel
. - : arXiv, 2020
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