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most citedRecent Trends in Deep Learning Based Natural Language Processing

1.2k citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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Showing cs.CLShow all

5 papers · 1 filter

cs.CL2019★ 14 cited

Enriching Rare Word Representations in Neural Language Models by Embedding Matrix Augmentation

Yerbolat Khassanov, Zhiping Zeng, Van Tung Pham +2

The neural language models (NLM) achieve strong generalization capability by learning the dense representation of words and using them to estimate probability distribution function…

cs.CL2018★ 13 cited

On the End-to-End Solution to Mandarin-English Code-switching Speech Recognition

Zhiping Zeng, Yerbolat Khassanov, Van Tung Pham +3

Code-switching (CS) refers to a linguistic phenomenon where a speaker uses different languages in an utterance or between alternating utterances. In this work, we study end-to-end…

cs.CL2018★ 2 cited

Study of Semi-supervised Approaches to Improving English-Mandarin Code-Switching Speech Recognition

Pengcheng Guo, Haihua Xu, Lei Xie +1

In this paper, we present our overall efforts to improve the performance of a code-switching speech recognition system using semi-supervised training methods from lexicon learning…

cs.CL2018★ 37 cited

A Deep Learning Approach for Multimodal Deception Detection

Gangeshwar Krishnamurthy, Navonil Majumder, Soujanya Poria +1

Automatic deception detection is an important task that has gained momentum in computational linguistics due to its potential applications. In this paper, we propose a simple yet t…

cs.CL2017★ 1.2k cited

Recent Trends in Deep Learning Based Natural Language Processing

Tom Young, Devamanyu Hazarika, Soujanya Poria +1

Deep learning methods employ multiple processing layers to learn hierarchical representations of data and have produced state-of-the-art results in many domains. Recently, a variet…