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awesome-dialogue-management

Papers

Markov Process

  • Young, Steve J. "Using POMDPs for Dialog Management." SLT. 2006 [link]

  • Schatzmann, Jost, et al. "Agenda-based user simulation for bootstrapping a POMDP dialogue system." Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers. Association for Computational Linguistics, 2007. [link]

  • Young, Steve, et al. "The hidden information state model: A practical framework for POMDP-based spoken dialogue management." Computer Speech & Language 24.2 (2010): 150-174. [link]

  • Thomson, Blaise, et al. "Training a real-world POMDP-based Dialogue System." Proceedings of the Workshop on Bridging the Gap: Academic and Industrial Research in Dialog Technologies. Association for Computational Linguistics, 2007. [link]

Agenda-based

  • Rudnicky, Alexander, and Wei Xu. "An agenda-based dialog management architecture for spoken language systems." IEEE Automatic Speech Recognition and Understanding Workshop. Vol. 13. No. 4. 1999. [link]

MISC

  • Bohus, Dan, and Alexander I. Rudnicky. "The RavenClaw dialog management framework: Architecture and systems." Computer Speech & Language 23.3 (2009): 332-361. [link]
  • Wen, Tsung-Hsien, et al. "A Network-based End-to-End Trainable Task-oriented Dialogue System." arXiv preprint arXiv:1604.04562 (2016). [link]

Dialogue-state tracking

  • Henderson, Matthew, Blaise Thomson, and Steve Young. "Word-based dialog state tracking with recurrent neural networks." Proceedings of the 15th Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL). 2014. [ink]

Corpora

  • Serban, Iulian Vlad, et al. "A survey of available corpora for building data-driven dialogue systems." arXiv preprint arXiv:1512.05742 (2015). [link]

Slide decks

  • Approaches to Dialogue Systems and Dialogue Management [link]

Packages

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