Obviously, document knowledge plays a critical role in Document Grounded Conversations, while existing dialogue models do not exploit this kind of knowledge effectively enough. Incremental Transformer with Deliberation Decoder for Document Grounded Conversationsĭocument Grounded Conversations is a task to generate dialogue responses when chatting about the content of a given document. Through further analysis, we also unveil how the depth of interaction affects the performance of IoI. Evaluation results on three benchmark data sets indicate that IoI can significantly outperform state-of-the-art methods in terms of various matching metrics. Thus, matching information within an utterance-response pair is extracted from the interaction of the pair in an iterative fashion, and the information flows along the chain of the blocks via representations. The model performs matching by stacking multiple interaction blocks in which residual information from one time of interaction initiates the interaction process again.
In this work, we let utterance-response interaction go deep by proposing an interaction-over-interaction network (IoI). State-of-the-art methods require a response to interact with each utterance in a context from the beginning, but the interaction is performed in a shallow way. In particular, people study the problem by investigating context-response matching for multi-turn response selection based on publicly recognized benchmark data sets. Proceedings of the Fourth Conference on Machine Translation (Volume 3: Shared Task Papers, Day 2) 42 papersĬurrently, researchers have paid great attention to retrieval-based dialogues in open-domain.Proceedings of the Fourth Conference on Machine Translation (Volume 2: Shared Task Papers, Day 1) 69 papers.Proceedings of the Fourth Conference on Machine Translation (Volume 1: Research Papers) 13 papers.Proceedings of the Joint Workshop on Multiword Expressions and WordNet (MWE-WN 2019) 22 papers.Proceedings of the 18th BioNLP Workshop and Shared Task 60 papers.Proceedings of TyP-NLP: The First Workshop on Typology for Polyglot NLP 1 paper.Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP 29 papers.Proceedings of the 1st International Workshop on Computational Approaches to Historical Language Change 35 papers.Proceedings of the Fourth Arabic Natural Language Processing Workshop 40 papers.
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