Tong Xiao
7 papers in the PaperMetrix corpus
Papers by this author
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Learning Architectures from an Extended Search Space for Language Modeling
2020
Neural architecture search (NAS) has advanced significantly in recent years but most NAS systems restrict search to learning architectures of a recurrent or convolutional cell. In this paper, we extend the search space of NAS. …
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The NiuTrans System for WNGT 2020 Efficiency Task
2021 · arXiv (Cornell University)
This paper describes the submissions of the NiuTrans Team to the WNGT 2020 Efficiency Shared Task. We focus on the efficient implementation of deep Transformer models \cite{wang-etal-2019-learning, li-etal-2019-niutrans} using NiuTensor (https://github.com/NiuTrans/NiuTensor), a flexible toolkit for …
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A Novel Approach for Auto-Formulation of Optimization Problems
2023 · arXiv (Cornell University)
In the Natural Language for Optimization (NL4Opt) NeurIPS 2022 competition, competitors focus on improving the accessibility and usability of optimization solvers, with the aim of subtask 1: recognizing the semantic entities that correspond to the …
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SpMis: An Investigation of Synthetic Spoken Misinformation Detection
2024 · arXiv (Cornell University)
In recent years, speech generation technology has advanced rapidly, fueled by generative models and large-scale training techniques. While these developments have enabled the production of high-quality synthetic speech, they have also raised concerns about the …
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Multi-layer Representation Fusion for Neural Machine Translation
2020 · arXiv (Cornell University)
Neural machine translation systems require a number of stacked layers for deep models. But the prediction depends on the sentence representation of the top-most layer with no access to low-level representations. This makes it more …
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Learning Deep Transformer Models for Machine Translation
2019
Transformer is the state-of-the-art model in recent machine translation evaluations. Two strands of research are promising to improve models of this kind: the first uses wide networks (a.k.a. Transformer-Big) and has been the de facto …
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Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition
2019
Yufan Jiang, Chi Hu, Tong Xiao, Chunliang Zhang, Jingbo Zhu. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP). 2019.