Getting to Production with Few-shot Natural Language Generation Models
Peyman Heidari, Arash Einolghozati, Shashank Jain, Soumya Batra, Lee Callender, Ankit Arun, Shawn Mei, Sonal Gupta, Pinar Donmez, Vikas Bhardwaj, Anuj Kumar, Michael White
People
Anuj Kumar
Research Scientist Manager
I am an Engineering Manager in the Messenger Assistant group, helping with core relevancy, personalization and natural language understanding (NLU). Before joining Facebook, I was at Apple Siri, managing the machine learning efforts for the NLU group. I graduated from CMU with a PhD in language technologies and human-computer interaction.
Interests
Natural language understanding (NLU), personalization, and recommendation systems
Latest Publications
SIGDIAL - 2021
Building Adaptive Acceptability Classifiers for Neural NLG
Soumya Batra, Shashank Jain, Peyman Heidari, Ankit Arun, Catharine Youngs, Xintong Li, Pinar Donmez, Shawn Mei, Shiun-Zu Kuo, Vikas Bhardwaj, Anuj Kumar, Michael White
Best Practices for Data-Efficient Modeling in NLG: How to Train Production-Ready Neural Models with Less Data
Ankit Arun, Soumya Batra, Vikas Bhardwaj, Ashwini Challa, Pinar Donmez, Peyman Heidari, Hakan Inan, Shashank Jain, Anuj Kumar, Shawn Mei, Karthik Mohan, Michael White
Information Extraction of Clinical Trial Eligibility Criteria
Yitong Tseo, M. I. Salkola, Ahmed Mohamed, Anuj Kumar, Freddy Abnousi
Memory Grounded Conversational Reasoning
Shane Moon, Pararth Shah, Anuj Kumar, Rajen Subba
Towards End-to-End Spoken Language Understanding
Dmitriy Serdyuk, Yongqiang Wang, Christian Fuegen, Anuj Kumar, Baiyang Liu, Yoshua Bengio