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A bathtub by any other name: the reduction of German compounds in predictive contexts
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In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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A bathtub by any other name: the reduction of German compounds in predictive contexts ...
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Crowdsourcing Ecologically-Valid Dialogue Data for German
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In: Fraunhofer IIS (2021)
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Not so Fast, Classifier - Accuracy and Entropy Reduction in Incremental Intent Classification
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In: Fraunhofer IIS (2021)
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Abstract:
Incremental intent classification requires the assignment of intent labels to partial utterances. However, partial utterances do not necessarily contain enough information to be mapped to the intent class of their complete utterance (correctly and with a certain degree of confidence). Using the final interpretation as the ground truth to measure a classifiers accuracy during intent classification of partial utterances is thus problematic. We release inCLINC, a dataset of partial and full utterances with human annotations of plausible intent labels for different portions of each utterance, as an upper (human) baseline for incremental intent classification. We analyse the incremental annotations and propose entropy reduction as a measure of human annotators convergence on an interpretation (i.e. intent label). We argue that, when the annotators do not converge to one or a few possible interpretations and yet the classifier already identifies the final intent class early on, it is a sign of overfitting that can be ascribed to artefacts in the dataset.
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URL: https://doi.org/10.18653/v1/2021.nlp4convai-1.6 http://publica.fraunhofer.de/documents/N-647719.html
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New Domain, Major Effort? How Much Data is Necessary to Adapt a Temporal Tagger to the Voice Assistant Domain
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In: Fraunhofer IIS (2021)
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Small Data in NLU: Proposals towards a Data-Centric Approach: Paper presented at 35th Conference on Neural Information Processing Systems, NeurIPS 2021, Sydney, Australia, Virtual-only Conference
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In: Fraunhofer IIS ; Fraunhofer IAIS (2021)
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PATE: A corpus of temporal expressions for the in-car voice assistant domain
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In: Fraunhofer IIS (2020)
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Complement Coercion: The Joint Effects of Type and Typicality
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In: Psychology Publications (2017)
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Event knowledge and models of logical metonymy interpretation ... : Ereigniswissen und Modelle der Interpretation logischer Metonymie ...
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Event knowledge and models of logical metonymy interpretation ; Ereigniswissen und Modelle der Interpretation logischer Metonymie
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Aktionsarten, speech and gesture
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In: Proceedings of GESPIN2011: Gesture and speech in interaction ; GESPIN 2011 : Gesture and Speech in Interaction ; https://hal.parisnanterre.fr//hal-03111513 ; GESPIN 2011 : Gesture and Speech in Interaction, Sep 2011, Bielefeld, Germany ; http://www.wikicfp.com/cfp/servlet/event.showcfp?eventid=14912©ownerid=1 (2011)
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