Dialogue-Management

This is a paper list and other informations for dialogue management in NLP.

This repository was written inspired by [Style-Transfer-in-Text].

Keyword: Dialogue Management

Datasets

Goal-Oriented

• Budzianowski, P., Wen, T.H., Tseng, B.H., Casanueva, I., Ultes, S., Ramadan, O. and Gašić, M., 2018. Multiwoz-a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling. arXiv preprint arXiv:1810.00278. [paper], [dataset]
• Peskov, D., Clarke, N., Krone, J., Fodor, B., Zhang, Y., Youssef, A. and Diab, M., 2019, November. Multi-Domain Goal-Oriented Dialogues (MultiDoGO): Strategies toward Curating and Annotating Large Scale Dialogue Data. In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) (pp. 4518-4528). [paper]
• Eric, M., Goel, R., Paul, S., Sethi, A., Agarwal, S., Gao, S. and Hakkani-Tur, D., 2019. Multiwoz 2.1: Multi-domain dialogue state corrections and state tracking baselines. arXiv preprint arXiv:1907.01669. [paper], [dataset]

Non-Task-Oriented Chit-Chat

• Li, Y., Su, H., Shen, X., Li, W., Cao, Z. and Niu, S., 2017. Dailydialog: A manually labelled multi-turn dialogue dataset. arXiv preprint arXiv:1710.03957. [paper], [dataset]

Modeling Approaches

Dialogue Modeling

• Williams, J.D., Asadi, K. and Zweig, G., 2017. Hybrid code networks: practical and efficient end-to-end dialog control with supervised and reinforcement learning. arXiv preprint arXiv:1702.03274. [paper], [unofficial code]

• Zhang, Y., Sun, S., Galley, M., Chen, Y.C., Brockett, C., Gao, X., Gao, J., Liu, J. and Dolan, B., 2019. DialoGPT: Large-Scale Generative Pre-training for Conversational Response Generation. arXiv preprint arXiv:1911.00536. [paper], [official code]

State Tracking

• Wu, C.S., Madotto, A., Hosseini-Asl, E., Xiong, C., Socher, R. and Fung, P., 2019. Transferable multi-domain state generator for task-oriented dialogue systems. arXiv preprint arXiv:1905.08743. [paper], [official code]

Challenges / Workshops / SIGs

Challenges

• DSTC: Dialogue System Technology Challenge. [web]
• ConvAI : The Conversational Intelligence Challenge. [web]

Workshops

• NLP4ConvAI : NLP for Conversational AI
  • [1st, web, 2019 ACL]
  • [2nd, web, 2020 ACL]

SIGs

• SigDial: ACL/ISCA Special Interest Group on Discourse and Dialogue. [web]