Papers with online decoding
Online Coreference Resolution for Dialogue Processing: Improving Mention-Linking on Real-Time Conversations (2022.starsem-1)
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| Challenge: | Existing models for online decoding on active input are not trained to handle an online decode environment. |
| Approach: | They propose a new direction of coreference resolution for online decoding on actively generated input such as dialogue . they propose to use models that accept utterances and their past context and find mentions upon each dialogue turn . |
| Outcome: | The proposed model outperforms the baseline model by 10% on three datasets: Friends, OntoNotes, and BOLT. |
Online Versus Offline NMT Quality: An In-depth Analysis on English-German and German-English (2020.coling-main)
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Maha Elbayad, Michael Ustaszewski, Emmanuelle Esperança-Rodier, Francis Brunet-Manquat, Jakob Verbeek, Laurent Besacier
| Challenge: | Existing studies compare offline and online neural machine translation architectures . we examine the impact of online decoding constraints on the translation quality . |
| Approach: | They evaluate offline and online neural machine translation architectures using human evaluations on English-German and German-English language pairs. |
| Outcome: | The proposed models are particularly sensitive to latency constraints and are well-suited for offline translation tasks. |