How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation

Chia‐Wei Liu, Ryan Lowe, Iulian Vlad Serban, +3

arXiv (Cornell University)

EngineeringEvaluation MetricsSpoken Dialog SystemCommunicationCorpus Linguistics +20

Session-Based Social Recommendation via Dynamic Graph Attention Networks

Weiping Song, Zhiping Xiao, Yifan Wang, +3

EngineeringMachine LearningOnline CommunitiesRecurrent Neural NetworkComputational Social Science +17

Modeling User Exposure in Recommendation

Dawen Liang, Laurent Charlin, James O. McInerney, +1

EngineeringUser ExposureCommunicationCausal InferenceText Mining +17

A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues

Iulian Vlad Serban, Alessandro Sordoni, Ryan Lowe, +4

Proceedings of the AAAI Conference on Artificial Intelligence

Artificial IntelligenceEngineeringMachine LearningSpoken Dialog SystemSpeech Recognition +15

Factorization Meets the Item Embedding

Dawen Liang, Jaan Altosaar, Laurent Charlin, +1

EngineeringText MiningWord EmbeddingsNatural Language ProcessingItem Embedding +15

A Survey of Available Corpora for Building Data-Driven Dialogue Systems

Iulian Vlad Serban, Ryan Lowe, Peter Henderson, +2

arXiv (Cornell University)

EngineeringSpeech CorpusEvaluation MetricsSpoken Language ProcessingSpoken Dialog System +19

Content-based recommendations with Poisson factorization

Prem Gopalan, Laurent Charlin, David M. Blei

Neural Information Processing Systems

EngineeringText MiningNatural Language ProcessingInformation RetrievalData Science +16

A Survey of Available Corpora For Building Data-Driven Dialogue Systems: The Journal Version

Iulian Vlad Serban, Ryan Lowe, Peter Henderson, +2

Dialogue & Discourse

EngineeringSpeech CorpusEvaluation MetricsSpoken Language ProcessingSpoken Dialog System +21

Training End-to-End Dialogue Systems with the Ubuntu Dialogue Corpus

Ryan Lowe, Nissan Pow, Iulian Vlad Serban, +3

Dialogue & Discourse

EngineeringMachine LearningUbuntu Dialogue CorpusSpoken Dialog SystemNext Utterance Classification +14

Causal Inference for Recommender Systems

Dawen Liang, Laurent Charlin, David M. Blei