Collaborative Data Relabeling for Robust and Diverse Voice Apps Recommendation in Intelligent Personal Assistants

no code implementations • EMNLP (NLP4ConvAI) 2021 • Qian Hu, Thahir Mohamed, Zheng Gao, Xibin Gao, Radhika Arava, Xiyao Ma, Mohamed AbdelHady

In this paper, we introduce a fallback skill recommendation system to suggest a voice app to a customer for an unhandled voice command.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +3

Bootstrapping LLM-based Task-Oriented Dialogue Agents via Self-Talk

no code implementations • 10 Jan 2024 • Dennis Ulmer, Elman Mansimov, Kaixiang Lin, Justin Sun, Xibin Gao, Yi Zhang

This metric is used to filter the generated conversational data that is fed back in LLM for training.

Backward Compatibility During Data Updates by Weight Interpolation

no code implementations • 25 Jan 2023 • Raphael Schumann, Elman Mansimov, Yi-An Lai, Nikolaos Pappas, Xibin Gao, Yi Zhang

This method interpolates between the weights of the old and new model and we show in extensive experiments that it reduces negative flips without sacrificing the improved accuracy of the new model.

regression

Two-stage Voice Application Recommender System for Unhandled Utterances in Intelligent Personal Assistant

no code implementations • 19 Oct 2021 • Wei Xiao, Qian Hu, Thahir Mohamed, Zheng Gao, Xibin Gao, Radhika Arava, Mohamed AbdelHady

Intelligent personal assistants (IPA) enable voice applications that facilitate people's daily tasks.

Natural Language Understanding Recommendation Systems +2