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
1 code implementation • 11 Mar 2024 • Yichuan Li, Xiyao Ma, Sixing Lu, Kyumin Lee, Xiaohu Liu, Chenlei Guo
Large Language models (LLMs) have demonstrated impressive in-context learning (ICL) capabilities, where a LLM makes predictions for a given test input together with a few input-output pairs (demonstrations).
1 code implementation • 17 Sep 2020 • Yanlin Zhou, George Pu, Xiyao Ma, Xiaolin Li, Dapeng Wu
DOSFL serves as an inexpensive method to quickly converge on a performant pre-trained model with less than 0. 1% communication cost of traditional methods.
1 code implementation • 16 Sep 2020 • Xiyao Ma, Qile Zhu, Yanlin Zhou, Xiaolin Li, Dapeng Wu
Asking questions from natural language text has attracted increasing attention recently, and several schemes have been proposed with promising results by asking the right question words and copy relevant words from the input to the question.
1 code implementation • ACL 2020 • Qile Zhu, Jianlin Su, Wei Bi, Xiaojiang Liu, Xiyao Ma, Xiaolin Li, Dapeng Wu
Variational Autoencoder (VAE) is widely used as a generative model to approximate a model's posterior on latent variables by combining the amortized variational inference and deep neural networks.
no code implementations • 2 Dec 2019 • Xiyao Ma, Qile Zhu, Yanlin Zhou, Xiaolin Li, Dapeng Wu
Taking an answer and its context as input, sequence-to-sequence models have made considerable progress on question generation.