3 papers
cs.CL2020
HINT3: Raising the bar for Intent Detection in the Wild
Gaurav Arora, Chirag Jain, Manas Chaturvedi +1
Intent Detection systems in the real world are exposed to complexities of imbalanced datasets containing varying perception of intent, unintended correlations and domain-specific a…
cs.CL2018
Exploring the importance of context and embeddings in neural NER models for task-oriented dialogue systems
Pratik Jayarao, Chirag Jain, Aman Srivastava
Named Entity Recognition (NER), a classic sequence labelling task, is an essential component of natural language understanding (NLU) systems in task-oriented dialog systems for slo…
cs.CL2017
Production Ready Chatbots: Generate if not Retrieve
Aniruddha Tammewar, Monik Pamecha, Chirag Jain +2
In this paper, we present a hybrid model that combines a neural conversational model and a rule-based graph dialogue system that assists users in scheduling reminders through a cha…