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1
Allocating Large Vocabulary Capacity for Cross-lingual Language Model Pre-training ...
Zheng, Bo; Dong, Li; Huang, Shaohan. - : arXiv, 2021
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2
Canonicalizing Open Knowledge Bases with Multi-Layered Meta-Graph Neural Network ...
Jiang, Tianwen; Zhao, Tong; Qin, Bing. - : arXiv, 2020
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3
N-LTP: An Open-source Neural Language Technology Platform for Chinese ...
Abstract: We introduce \texttt{N-LTP}, an open-source neural language technology platform supporting six fundamental Chinese NLP tasks: {lexical analysis} (Chinese word segmentation, part-of-speech tagging, and named entity recognition), {syntactic parsing} (dependency parsing), and {semantic parsing} (semantic dependency parsing and semantic role labeling). Unlike the existing state-of-the-art toolkits, such as \texttt{Stanza}, that adopt an independent model for each task, \texttt{N-LTP} adopts the multi-task framework by using a shared pre-trained model, which has the advantage of capturing the shared knowledge across relevant Chinese tasks. In addition, a knowledge distillation method \cite{DBLP:journals/corr/abs-1907-04829} where the single-task model teaches the multi-task model is further introduced to encourage the multi-task model to surpass its single-task teacher. Finally, we provide a collection of easy-to-use APIs and a visualization tool to make users to use and view the processing results more easily ... : Accepted to appear in EMNLP 2021 (Demo) ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2009.11616
https://arxiv.org/abs/2009.11616
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4
Towards Better UD Parsing: Deep Contextualized Word Embeddings, Ensemble, and Treebank Concatenation ...
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5
Neural Personalized Response Generation as Domain Adaptation ...
Zhang, Weinan; Liu, Ting; Wang, Yifa. - : arXiv, 2017
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6
Exploiting Multi-typed Treebanks for Parsing with Deep Multi-task Learning ...
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7
Additional file 1: of Prediction of the next highly pathogenic avian influenza pandemic that can cause illness in humans ...
Zhang, Zhong-Wei; Liu, Ting; Zeng, Jian. - : Figshare, 2015
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8
Additional file 1: of Prediction of the next highly pathogenic avian influenza pandemic that can cause illness in humans ...
Zhang, Zhong-Wei; Liu, Ting; Zeng, Jian. - : Figshare, 2015
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9
Effective LSTMs for Target-Dependent Sentiment Classification ...
Tang, Duyu; Qin, Bing; Feng, Xiaocheng. - : arXiv, 2015
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10
Emotion Analysis Platform on Chinese Microblog ...
Tang, Duyu; Qin, Bing; Liu, Ting. - : arXiv, 2014
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