Li Li


2021

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Fast and Accurate Neural Machine Translation with Translation Memory
Qiuxiang He | Guoping Huang | Qu Cui | Li Li | Lemao Liu
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)

It is generally believed that a translation memory (TM) should be beneficial for machine translation tasks. Unfortunately, existing wisdom demonstrates the superiority of TM-based neural machine translation (NMT) only on the TM-specialized translation tasks rather than general tasks, with a non-negligible computational overhead. In this paper, we propose a fast and accurate approach to TM-based NMT within the Transformer framework: the model architecture is simple and employs a single bilingual sentence as its TM, leading to efficient training and inference; and its parameters are effectively optimized through a novel training criterion. Extensive experiments on six TM-specialized tasks show that the proposed approach substantially surpasses several strong baselines that use multiple TMs, in terms of BLEU and running time. In particular, the proposed approach also advances the strong baselines on two general tasks (WMT news Zh->En and En->De).

2015

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Multi-label Text Categorization with Joint Learning Predictions-as-Features Method
Li Li | Houfeng Wang | Xu Sun | Baobao Chang | Shi Zhao | Lei Sha
Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing

2014

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Predicting Chinese Abbreviations with Minimum Semantic Unit and Global Constraints
Longkai Zhang | Li Li | Houfeng Wang | Xu Sun
Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)

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Muli-label Text Categorization with Hidden Components
Li Li | Longkai Zhang | Houfeng Wang
Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)

2013

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Improving Chinese Word Segmentation on Micro-blog Using Rich Punctuations
Longkai Zhang | Li Li | Zhengyan He | Houfeng Wang | Ni Sun
Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)

2010

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Person Name Disambiguation based on Topic Model
Jiashen Sun | Tianmin Wang | Li Li | Xing Wu
CIPS-SIGHAN Joint Conference on Chinese Language Processing

2002

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An Indexing Method Based on Sentences
Li Li | Chunfa Yuan | K.F. Wong | Wenjie Li
COLING-02: The First SIGHAN Workshop on Chinese Language Processing

1998

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A Test Environment for Natural Language Understanding Systems
Li Li | Deborah A. Dahl | Lewis M. Norton | Marcia C. Linebarger | Dongdong Chen
36th Annual Meeting of the Association for Computational Linguistics and 17th International Conference on Computational Linguistics, Volume 2

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Integration of Large-Scale Linguistic Resources in a Natural Language Understanding System
Lewis M. Norton | Deborah A. Dahl | Li Li | Katharine P. Beals
36th Annual Meeting of the Association for Computational Linguistics and 17th International Conference on Computational Linguistics, Volume 2

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A Test Environment for Natural Language Understanding Systems
Li Li | Deborah A. Dahl | Lewis M. Norton | Marcia C. Linebarger | Dongdong Chen
COLING 1998 Volume 2: The 17th International Conference on Computational Linguistics

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Integration of Large-Scale Linguistic Resources in a Natural Language Understanding System
Lewis M. Norton | Deborah A. Dahl | Li Li | Katharine P. Beals
COLING 1998 Volume 2: The 17th International Conference on Computational Linguistics

1997

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NL Assistant: A Toolkit for Developing Natural Language: Applications
Deborah A. Dahl | Lewis M. Norton | Ahmed Bouzid | Li Li
Fifth Conference on Applied Natural Language Processing: Descriptions of System Demonstrations and Videos