Milica Gašić

Counter-fitting Word Vectors to Linguistic Constraints

2016

Nikola Mrkšić, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gašić, Lina M. Rojas-Barahona, Pei-Hao Su, David Vandyke, Tsung-Hsien Wen, Steve Young. Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational …

Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing

2018

Robust dialogue belief tracking is a key component in maintaining good quality dialogue systems. The tasks that dialogue systems are trying to solve are becoming increasingly complex, requiring scalability to multi-domain, semantically rich dialogues. However, …

Semantic Specialization of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints

2017 · Transactions of the Association for Computational Linguistics

We present Attract-Repel, an algorithm for improving the semantic quality of word vectors by injecting constraints extracted from lexical resources. Attract-Repel facilitates the use of constraints from mono- and cross-lingual resources, yielding semantically specialized cross-lingual …

MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling

2018

Paweł Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Iñigo Casanueva, Stefan Ultes, Osman Ramadan, Milica Gašić. Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing. 2018.

Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems

2015 · arXiv (Cornell University)

Natural language generation (NLG) is a critical component of spoken dialogue and it has a significant impact both on usability and perceived quality. Most NLG systems in common use employ rules and heuristics and tend …

Conditional Generation and Snapshot Learning in Neural Dialogue Systems

2016

Tsung-Hsien Wen, Milica Gašić, Nikola Mrkšić, Lina M. Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, Steve Young. Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing. 2016.

A Network-based End-to-End Trainable Task-oriented Dialogue System

2017

Tsung-Hsien Wen, David Vandyke, Nikola Mrkšić, Milica Gašić, Lina M. Rojas-Barahona, Pei-Hao Su, Stefan Ultes, Steve Young. Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 1, Long …

TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking

2020

Michael Heck, Carel van Niekerk, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Marco Moresi, Milica Gasic. Proceedings of the 21th Annual Meeting of the Special Interest Group on Discourse and Dialogue. 2020.