Robust Dialogue State Tracking with Weak Supervision and Sparse Data
Robust Dialogue State Tracking with Weak Supervision and Sparse Data
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One Broadway, 12th Floor, Cambridge, Massachusetts 02142, USA: MIT Press
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Language
English
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Publisher
One Broadway, 12th Floor, Cambridge, Massachusetts 02142, USA: MIT Press
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Generalizing dialogue state tracking (DST) to new data is especially challenging due to the strong reliance on abundant and fine-grained supervision during training. Sample sparsity, distributional shift, and the occurrence of new concepts and topics frequently lead to severe performance degradation during inference. In this paper we propose a trai...
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Full title
Robust Dialogue State Tracking with Weak Supervision and Sparse Data
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TN_cdi_proquest_journals_2893948503
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https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2893948503
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ISSN
2307-387X
E-ISSN
2307-387X
DOI
10.1162/tacl_a_00513
