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Title | End-to-end |
Description | End-to-end Task-orient Dialogue End-to-end ToDs Home Paperlist Modularly EToD w/o PLMs Modularly EToD w/ PLMs Fully EToD Trends Related resources Contact End-to-end Task-orient Dialogue |
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US$2,123
Last updated: 2023-05-20 04:37:56
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End-to-end ToDs Home Paperlist Modularly EToD w/o PLMs Modularly EToD w/ PLMs Fully EToD Trends Related resources Contact End-to-end Task-orient Dialogue System Introduction Task-oriented dialogue systems (ToD) can help users achieve specific goals with natural language interaction such as restaurant reservation or navigation inquiry, which gains increasing attention in both academic research and industry deployment. As shown in Figure(a), traditional ToD models employed a pipeline approach that includes four modular connected components: (1) natural language understanding (NLU) for extracting the intent and core slots of users; (2) dialogue state tracking (DST) for tracing users’ belief state given dialogue history; (3) dialogue policy learning (DPL) to decide which dialogue action to take; (4) natural language generation (NLG) for generating dialogue system response. However, despite its success, there remains a lack of a uniAed perspective of summarizing existing approaches and |
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