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A Unified Approach to Emotion Detection and Task-Oriented Dialogue Modeling
Feb. 20, 2024, 5:53 a.m. | Armand Stricker, Patrick Paroubek
cs.CL updates on arXiv.org arxiv.org
Abstract: In current text-based task-oriented dialogue (TOD) systems, user emotion detection (ED) is often overlooked or is typically treated as a separate and independent task, requiring additional training. In contrast, our work demonstrates that seamlessly unifying ED and TOD modeling brings about mutual benefits, and is therefore an alternative to be considered. Our method consists in augmenting SimpleToD, an end-to-end TOD system, by extending belief state tracking to include ED, relying on a single language model. …
abstract arxiv benefits contrast cs.cl current detection dialogue emotion emotion detection independent modeling systems text training type work
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