Generating Recommendation Dialogs by Extracting Information from User Reviews

Recommendation dialog systems help users navigate e-commerce listings by asking questions about users’ preferences toward relevant domain attributes. We present a framework for generating and ranking fine-grained, highly relevant questions from user-generated reviews. We demonstrate our approach on a new dataset just released by Yelp, and release a new sentiment lexicon with 1329 adjectives for the restaurant domain.

[1]  Dan Klein,et al.  Accurate Unlexicalized Parsing , 2003, ACL.

[2]  Barry Smyth,et al.  Case-based recommender systems , 2005, The Knowledge Engineering Review.

[3]  Milica Gasic,et al.  The Hidden Information State model: A practical framework for POMDP-based spoken dialogue management , 2010, Comput. Speech Lang..

[4]  Sasha Blair-Goldensohn,et al.  Building a Sentiment Summarizer for Local Service Reviews , 2008 .

[5]  Alice H. Oh,et al.  Aspect and sentiment unification model for online review analysis , 2011, WSDM '11.

[6]  Oren Etzioni,et al.  RevMiner: an extractive interface for navigating reviews on a smartphone , 2012, UIST.

[7]  Martha Palmer,et al.  Verbnet: a broad-coverage, comprehensive verb lexicon , 2005 .

[8]  Swapna Somasundaran,et al.  Recognizing Stances in Online Debates , 2009, ACL.

[9]  Ivan Kopecek Modeling of the Information Retrieval Dialogue Systems , 1999, TSD.

[10]  Claire Cardie,et al.  OpinionFinder: A System for Subjectivity Analysis , 2005, HLT.

[11]  Noémie Elhadad,et al.  An Unsupervised Aspect-Sentiment Model for Online Reviews , 2010, NAACL.

[12]  Vasileios Hatzivassiloglou,et al.  Predicting the Semantic Orientation of Adjectives , 1997, ACL.

[13]  Grace Chung,et al.  Developing a Flexible Spoken Dialog System Using Simulation , 2004, ACL.

[14]  Anoop Sarkar,et al.  Bootstrapping via Graph Propagation , 2012, ACL.

[15]  Wlodek Zadrozny,et al.  Natural Language Assistant: A Dialog System for Online Product Recommendation , 2002, AI Mag..

[16]  Michael I. Jordan,et al.  Latent Dirichlet Allocation , 2001, J. Mach. Learn. Res..

[17]  Pat Langley,et al.  A Personalized System for Conversational Recommendations , 2011, J. Artif. Intell. Res..

[18]  Thomas G. Dietterich What is machine learning? , 2020, Archives of Disease in Childhood.