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Frames: A Corpus for Adding Memory to Goal-Oriented Dialogue Systems

2017-03-31 · WS 2017 8 · Layla El Asri, Hannes Schulz, Shikhar Sharma, Jeremie Zumer, Justin Harris, Emery Fine, Rahul Mehrotra, Kaheer Suleman

This paper presents the Frames dataset (Frames is available at http://datasets.maluuba.com/Frames), a corpus of 1369 human-human dialogues with an average of 15 turns per dialogue. We developed this dataset to study the role of memory in goal-oriented dialogue systems. Based on Frames, we introduce a task called frame tracking, which extends state tracking to a setting where several states are tracked simultaneously. We propose a baseline model for this task. We show that Frames can also be used to study memory in dialogue management and information presentation through natural language generation.

📄 PDF Abstract BibTeX arXiv:1704.00057

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Dialogue ManagementGoal-Oriented Dialogue SystemsManagementText Generation

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