Joint Contextual Modeling for ASR Correction and Language Understanding

no code implementations • 28 Jan 2020 • Yue Weng, Sai Sumanth Miryala, Chandra Khatri, Runze Wang, Huaixiu Zheng, Piero Molino, Mahdi Namazifar, Alexandros Papangelis, Hugh Williams, Franziska Bell, Gokhan Tur

As a baseline approach, we trained task-specific Statistical Language Models (SLM) and fine-tuned state-of-the-art Generalized Pre-training (GPT) Language Model to re-rank the n-best ASR hypotheses, followed by a model to identify the dialog act and slots.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +3

OCC: A Smart Reply System for Efficient In-App Communications

no code implementations • 18 Jul 2019 • Yue Weng, Huaixiu Zheng, Franziska Bell, Gokhan Tur

Our system consists of two major components: intent detection and reply retrieval, which are very different from standard smart reply systems where the task is to directly predict a reply.

Intent Detection Retrieval