---
title: "Computer Speech & Language 2021 — papers"
description: "Computer Speech & Language 2021 — papers: 1 paper in the Elamur Research library, with our summaries, ranked by citations."
canonical: "https://research.elamur.ai/free/en/venues/computer-speech-language/2021/"
---
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[home](https://md.research.elamur.ai/free/en/) / [venues](https://md.research.elamur.ai/free/en/venues/) / [Computer Speech & Language](https://md.research.elamur.ai/free/en/venues/computer-speech-language/) / 2021

# Computer Speech & Language 2021 — papers

The works of Computer Speech & Language published in 2021 that our library holds (publisher: Elsevier BV): 1 work, listed below with the most cited first; each has a page with our summary, its key points and its references.

[**95** works that year](#all) · [**1** work in our library](https://md.research.elamur.ai/free/en/venues/computer-speech-language/2021/#works) · [**76** citations of these works](https://md.research.elamur.ai/free/en/venues/computer-speech-language/2021/#works)

## Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. **[A review of speaker diarization: Recent advances with deep learning ↗](https://doi.org/10.1016/j.csl.2021.101317)**Tae‐Jin Park, Naoyuki Kanda, Dimitrios Dimitriadis et al.*354 citations*
2. **[Bayesian HMM clustering of x-vector sequences (VBx) in speaker diarization: Theory, implementation and analysis on standard tasks ↗](https://doi.org/10.1016/j.csl.2021.101254)**Federico Landini, Ján Profant, Mireia Díez et al.*175 citations*
3. **[Attention-based BiLSTM fused CNN with gating mechanism model for Chinese long text classification ↗](https://doi.org/10.1016/j.csl.2020.101182)**Jianfeng Deng, Lianglun Cheng, Zhuowei Wang*157 citations*
4. **[Deep reinforcement and transfer learning for abstractive text summarization: A review ↗](https://doi.org/10.1016/j.csl.2021.101276)**Ayham Alomari, Norisma Binti Idris, Aznul Qalid Md Sabri et al.*137 citations*
5. **[Spoken language interaction with robots: Recommendations for future research ↗](https://doi.org/10.1016/j.csl.2021.101255)**Matthew Marge, Carol Espy-Wilson, Nigel Ward et al.*107 citations*
6. **[Combining context-relevant features with multi-stage attention network for short text classification ↗](https://doi.org/10.1016/j.csl.2021.101268)**Yingying Liu, Peipei Li, Xuegang Hu*83 citations*
7. **[Enhancing Arabic aspect-based sentiment analysis using deep learning models ↗](https://doi.org/10.1016/j.csl.2021.101224)**Saja Al-Dabet, Sara Tedmori, Mohammad AL-Smadi*77 citations*
8. **[Generative adversarial networks for speech processing: A review ↗](https://doi.org/10.1016/j.csl.2021.101308)**Aamir Wali, Zareen Alamgir, Saira Karim et al.*77 citations*
9. **[Non-negative matrix factorization-based time-frequency feature extraction of voice signal for Parkinson's disease prediction ↗](https://doi.org/10.1016/j.csl.2021.101216)**Biswajit Karan, Sitanshu Sekhar Sahu, Juan Rafael Orozco‐Arroyave et al.*73 citations*
10. **[An automatic Alzheimer’s disease classifier based on spontaneous spoken English ↗](https://doi.org/10.1016/j.csl.2021.101298)**Flavio Bertini, Davide Allevi, Gianluca Lutero et al.*66 citations*

## All works of the year (95)

The most cited first; 1 with our summary link to their page here, the others to the original.

1. **[A review of speaker diarization: Recent advances with deep learning ↗](https://doi.org/10.1016/j.csl.2021.101317)**Tae‐Jin Park, Naoyuki Kanda, Dimitrios Dimitriadis et al.*354 citations*
2. **[Bayesian HMM clustering of x-vector sequences (VBx) in speaker diarization: Theory, implementation and analysis on standard tasks ↗](https://doi.org/10.1016/j.csl.2021.101254)**Federico Landini, Ján Profant, Mireia Díez et al.*175 citations*
3. **[Attention-based BiLSTM fused CNN with gating mechanism model for Chinese long text classification ↗](https://doi.org/10.1016/j.csl.2020.101182)**Jianfeng Deng, Lianglun Cheng, Zhuowei Wang*157 citations*
4. **[Deep reinforcement and transfer learning for abstractive text summarization: A review ↗](https://doi.org/10.1016/j.csl.2021.101276)**Ayham Alomari, Norisma Binti Idris, Aznul Qalid Md Sabri et al.*137 citations*
5. **[Spoken language interaction with robots: Recommendations for future research ↗](https://doi.org/10.1016/j.csl.2021.101255)**Matthew Marge, Carol Espy-Wilson, Nigel Ward et al.*107 citations*
6. **[Combining context-relevant features with multi-stage attention network for short text classification ↗](https://doi.org/10.1016/j.csl.2021.101268)**Yingying Liu, Peipei Li, Xuegang Hu*83 citations*
7. **[Enhancing Arabic aspect-based sentiment analysis using deep learning models ↗](https://doi.org/10.1016/j.csl.2021.101224)**Saja Al-Dabet, Sara Tedmori, Mohammad AL-Smadi*77 citations*
8. **[Generative adversarial networks for speech processing: A review ↗](https://doi.org/10.1016/j.csl.2021.101308)**Aamir Wali, Zareen Alamgir, Saira Karim et al.*77 citations*
9. **[Non-negative matrix factorization-based time-frequency feature extraction of voice signal for Parkinson's disease prediction ↗](https://doi.org/10.1016/j.csl.2021.101216)**Biswajit Karan, Sitanshu Sekhar Sahu, Juan Rafael Orozco‐Arroyave et al.*73 citations*
10. **[An automatic Alzheimer’s disease classifier based on spontaneous spoken English ↗](https://doi.org/10.1016/j.csl.2021.101298)**Flavio Bertini, Davide Allevi, Gianluca Lutero et al.*66 citations*
11. **[Adversarial attack and defense strategies for deep speaker recognition systems ↗](https://doi.org/10.1016/j.csl.2021.101199)**Arindam Jati, Chin-Cheng Hsu, Monisankha Pal et al.*63 citations*
12. **[Arabic speech recognition by end-to-end, modular systems and human](https://md.research.elamur.ai/free/en/papers/hussein-2021-arabic-speech-recognition-end-end/)**Amir Hussein, Shinji Watanabe, Ahmed M. Abdelatty Ali*62 citations · our summary*
13. **[BERT syntactic transfer: A computational experiment on Italian, French and English languages ↗](https://doi.org/10.1016/j.csl.2021.101261)**Raffaele Guarasci, Stefano Silvestri, Giuseppe De Pietro et al.*55 citations*
14. **[Analysis and classification of speech sounds of children with autism spectrum disorder using acoustic features ↗](https://doi.org/10.1016/j.csl.2021.101287)**Abhijit Mohanta, Vinay Kumar Mittal*54 citations*
15. **[The automatic detection of heart failure using speech signals ↗](https://doi.org/10.1016/j.csl.2021.101205)**Mittapalle Kiran Reddy, Pyry Helkkula, Y. Madhu Keerthana et al.*47 citations*
16. **[Investigations on speech recognition systems for low-resource dialectal Arabic–English code-switching speech ↗](https://doi.org/10.1016/j.csl.2021.101278)**Injy Hamed, Pavel Denisov, Chia-Yu Li et al.*45 citations*
17. **[Comprehensive analysis of aspect term extraction methods using various text embeddings ↗](https://doi.org/10.1016/j.csl.2021.101217)**Łukasz Augustyniak, Tomasz Jan Kajdanowicz, Przemysław Kazienko*44 citations*
18. **[Evaluating voice-assistant commands for dementia detection ↗](https://doi.org/10.1016/j.csl.2021.101297)**Xiaohui Liang, John A. Batsis, Youxiang Zhu et al.*43 citations*
19. **[Prediction of speech intelligibility with DNN-based performance measures ↗](https://doi.org/10.1016/j.csl.2021.101329)**Angel Mario Castro Martínez, Constantin Spille, Jana Roßbach et al.*40 citations*
20. **[End-to-end neural systems for automatic children speech recognition: An empirical study ↗](https://doi.org/10.1016/j.csl.2021.101289)**Prashanth Gurunath Shivakumar, Shrikanth Shri Narayanan*39 citations*
21. **[Verbal fluency in normal aging and cognitive decline: Results of a longitudinal study ↗](https://doi.org/10.1016/j.csl.2021.101195)**Claudia Frankenberg, Jochen Weiner, Maren Knebel et al.*38 citations*
22. **[Discriminating speech traits of Alzheimer's disease assessed through a corpus of reading task for Spanish language ↗](https://doi.org/10.1016/j.csl.2021.101341)**Olga Ivanova, Juan José García Meilán, Francisco Martínez‐Sánchez et al.*34 citations*
23. **[Deep ad-hoc beamforming ↗](https://doi.org/10.1016/j.csl.2021.101201)**Xiao-Lei Zhang*29 citations*
24. **[Language-independent extractive automatic text summarization based on automatic keyword extraction ↗](https://doi.org/10.1016/j.csl.2021.101267)**Ángel Hernández-Castañeda, René Arnulfo García-Hernández, Yulia Nikolaevna Ledeneva et al.*29 citations*
25. **[Siamese networks for large-scale author identification ↗](https://doi.org/10.1016/j.csl.2021.101241)**Chakaveh Saedi, Mark Dras*27 citations*

[See all 95 papers in Computer Speech & Language 2021 — papers →](https://md.research.elamur.ai/free/en/venues/computer-speech-language/2021/papers/)

## Works with our summary in our library (1)

The most cited first (OpenAlex citations plus our library's).

1. **[Arabic Speech Recognition by End-to-End, Modular Systems and Human](https://md.research.elamur.ai/free/en/papers/hussein-2021-arabic-speech-recognition-end-end/) [Computer Speech & Language](https://md.research.elamur.ai/free/en/venues/computer-speech-language/)**Amir Hussein, Shinji Watanabe, Ahmed Ali*2021 · 76 citations*

## Top topics

Topics of its works in our library, with the number of works on each.

[Speech & spoken language (1)](https://md.research.elamur.ai/free/en/topics/speech/) · [Semitic languages (1)](https://md.research.elamur.ai/free/en/topics/semitic-languages/)

## Fields

[Arts and Humanities (1)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (1)](https://md.research.elamur.ai/free/en/shelves/computer-science/)

## Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

[🧑‍🔬**Ahmed Ali**1 work here · 76 citations](https://md.research.elamur.ai/free/en/authors/ahmed-ali/) · [🧑‍🔬**Amir Hussein**1 work here · 76 citations](https://md.research.elamur.ai/free/en/authors/amir-hussein/) · [🧑‍🔬**Shinji Watanabe**1 work here · 76 citations](https://md.research.elamur.ai/free/en/authors/shinji-watanabe/)

## Top institutions

Institutions on the bylines of its works here, by the number of works.

[🎓**Hamad bin Khalifa University** Doha · Qatar 1 work here](https://md.research.elamur.ai/free/en/universities/hamad-bin-khalifa-university/) · [🎓**Carnegie Mellon University** Pittsburgh · United States 1 work here](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/)

works and citations from OpenAlex and our library.

- [← previous Computer Speech & Language 2017](https://md.research.elamur.ai/free/en/venues/computer-speech-language/2017/)
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- [↑ back to Computer Speech & Language](https://md.research.elamur.ai/free/en/venues/computer-speech-language/)