Landmark-Based Location Belief Tracking in a Spoken Dialog System

no code implementations • WS 2012 • Yi Ma, Antoine Raux, Ramach, Deepak ran, Rakesh Gupta

The Dialog State Tracking Challenge

no code implementations • WS 2013 • Jason Williams, Antoine Raux, Ramach, Deepak ran, Alan Black

dialog state tracking Speech Recognition +1

Graph-Structures Matching for Review Relevance Identification

no code implementations • WS 2013 • Ramach, Lakshmi ran, Edward Gehringer

Decision Making Text Matching

Identifying Patterns For Short Answer Scoring Using Graph-based Lexico-Semantic Text Matching

no code implementations • WS 2015 • Ramach, Lakshmi ran, Jian Cheng, Peter Foltz

Semantic Text Matching Text Matching

Generating Reference Texts for Short Answer Scoring Using Graph-based Summarization

no code implementations • WS 2015 • Ramach, Lakshmi ran, Peter Foltz

Belief Tracking with Stacked Relational Trees

no code implementations • WS 2015 • Ramach, Deepak ran, Adwait Ratnaparkhi

Domain Adaptation

A TV Program Discovery Dialog System using recommendations

no code implementations • WS 2015 • Ramach, Deepak ran, Mark Fanty, Ronald Provine, Peter Yeh, William Jarrold, Adwait Ratnaparkhi, Benjamin Douglas

Named Entity Recognition (NER) Recommendation Systems +1

Unsupervised Pretraining for Sequence to Sequence Learning

no code implementations • EMNLP 2017 • Ramach, Prajit ran, Peter Liu, Quoc Le

We apply this method to challenging benchmarks in machine translation and abstractive summarization and find that it significantly improves the subsequent supervised models.

Abstractive Text Summarization Language Modelling +2