Deep Speech 2: End-to-End Speech Recognition in English and Mandarin

Dario Amodei; Rishita Anubhai; Eric Battenberg; Carl Case; Jared Casper; Bryan Catanzaro; Jingdong Chen; Mike Chrzanowski; Adam Coates; Greg Diamos; Erich Elsen; Jesse Engel; Linxi Fan; Christopher Fougner; Tony Xiao Han; Awni Hannun; Billy Jun; Patrick LeGresley; Libby Lin; Sharan Narang; Andrew Ng; Sherjil Ozair; Ryan Prenger; Jonathan Raiman; Sanjeev Satheesh; David Seetapun; Shubho Sengupta; Yi Wang; Zhiqian Wang; Chong Wang; Bo Xiao; Dani Yogatama; Jun Zhan; Zhenyao Zhu

doi:https://doi.org/10.48550/arxiv.1512.02595

Deep Speech 2: End-to-End Speech Recognition in English and Mandarin

2015 · arXiv (Cornell University) · 2,181 citations · 4 from inside this corpus

Dario Amodei, Rishita Anubhai low, Eric Battenberg low, Carl Case low, Jared Casper low, Bryan Catanzaro, Jingdong Chen, Mike Chrzanowski low, Adam Coates, Greg Diamos, Erich Elsen, Jesse Engel low, Linxi Fan low, Christopher Fougner low, Tony Xiao Han low, Awni Hannun, Billy Jun low, Patrick LeGresley low, Libby Lin low, Sharan Narang, Andrew Ng low, Sherjil Ozair low, Ryan Prenger, Jonathan Raiman, Sanjeev Satheesh, David Seetapun low, Shubho Sengupta, Yi Wang low, Zhiqian Wang, Chong Wang, Bo Xiao, Dani Yogatama, Jun Zhan, Zhenyao Zhu low

The source holds an abstract for this work, but its best open-access copy is under no open licence, which does not permit us to republish the text. Read it at the source below.

20 of 20 neighbouring works in this corpus. Blue is what this paper cites; orange is what cites it, and a dashed line is one neighbour citing another. Only the largest labels are drawn — every node carries its full title on hover.

this paper works it cites works citing it node size = global citations · hover for the full title

Citation edge evidence

Each row is directed from the citing work to the cited work. Source status remains readable without the interactive graph.

mixup: Beyond Empirical Risk Minimization→Deep Speech 2: End-to-End Speech Recognition in English and MandarinLegacy edge — source detail unavailable
Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey→Deep Speech 2: End-to-End Speech Recognition in English and MandarinLegacy edge — source detail unavailable
TabNet: Attentive Interpretable Tabular Learning→Deep Speech 2: End-to-End Speech Recognition in English and MandarinLegacy edge — source detail unavailable
Agnostic Learning with Unknown Utilities→Deep Speech 2: End-to-End Speech Recognition in English and MandarinLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Long Short-Term MemoryLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla…Legacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Sh…Legacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Speech recognition with deep recurrent neural networksLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Librispeech: An ASR corpus based on public domain audio booksLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Connectionist temporal classificationLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Curriculum learningLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→On the importance of initialization and momentum in deep learningLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech RecognitionLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Long short-term memory recurrent neural network architectures for large scale acoustic mo…Legacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Phoneme recognition using time-delay neural networksLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Deep Neural Networks for Acoustic Modeling in Speech RecognitionLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Towards End-To-End Speech Recognition with Recurrent Neural NetworksLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Acoustic Modeling Using Deep Belief NetworksLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Convolutional, Long Short-Term Memory, fully connected Deep Neural NetworksLegacy edge — source detail unavailable
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin→Deep Speech: Scaling up end-to-end speech recognitionLegacy edge — source detail unavailable
On the importance of initialization and momentum in deep learning→Acoustic Modeling Using Deep Belief NetworksLegacy edge — source detail unavailable
On the importance of initialization and momentum in deep learning→Long Short-Term MemoryLegacy edge — source detail unavailable
On the importance of initialization and momentum in deep learning→Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech RecognitionLegacy edge — source detail unavailable
On the importance of initialization and momentum in deep learning→Deep Neural Networks for Acoustic Modeling in Speech RecognitionLegacy edge — source detail unavailable
Convolutional, Long Short-Term Memory, fully connected Deep Neural Networks→Long Short-Term MemoryLegacy edge — source detail unavailable
Convolutional, Long Short-Term Memory, fully connected Deep Neural Networks→Deep Neural Networks for Acoustic Modeling in Speech RecognitionLegacy edge — source detail unavailable
Convolutional, Long Short-Term Memory, fully connected Deep Neural Networks→Long short-term memory recurrent neural network architectures for large scale acoustic mo…Legacy edge — source detail unavailable
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Sh…→On the importance of initialization and momentum in deep learningLegacy edge — source detail unavailable
Deep Speech: Scaling up end-to-end speech recognition→On the importance of initialization and momentum in deep learningLegacy edge — source detail unavailable
Deep Speech: Scaling up end-to-end speech recognition→Acoustic Modeling Using Deep Belief NetworksLegacy edge — source detail unavailable
Deep Speech: Scaling up end-to-end speech recognition→Towards End-To-End Speech Recognition with Recurrent Neural NetworksLegacy edge — source detail unavailable
Deep Speech: Scaling up end-to-end speech recognition→Connectionist temporal classificationLegacy edge — source detail unavailable
Deep Speech: Scaling up end-to-end speech recognition→Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech RecognitionLegacy edge — source detail unavailable
Deep Speech: Scaling up end-to-end speech recognition→Deep Neural Networks for Acoustic Modeling in Speech RecognitionLegacy edge — source detail unavailable
Acoustic Modeling Using Deep Belief Networks→Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech RecognitionLegacy edge — source detail unavailable
Towards End-To-End Speech Recognition with Recurrent Neural Networks→Long Short-Term MemoryLegacy edge — source detail unavailable
Towards End-To-End Speech Recognition with Recurrent Neural Networks→Connectionist temporal classificationLegacy edge — source detail unavailable
Towards End-To-End Speech Recognition with Recurrent Neural Networks→Speech recognition with deep recurrent neural networksLegacy edge — source detail unavailable
Towards End-To-End Speech Recognition with Recurrent Neural Networks→Deep Neural Networks for Acoustic Modeling in Speech RecognitionLegacy edge — source detail unavailable
Connectionist temporal classification→Long Short-Term MemoryLegacy edge — source detail unavailable
Speech recognition with deep recurrent neural networks→Acoustic Modeling Using Deep Belief NetworksLegacy edge — source detail unavailable
Speech recognition with deep recurrent neural networks→Long Short-Term MemoryLegacy edge — source detail unavailable
Speech recognition with deep recurrent neural networks→Connectionist temporal classificationLegacy edge — source detail unavailable
Speech recognition with deep recurrent neural networks→Deep Neural Networks for Acoustic Modeling in Speech RecognitionLegacy edge — source detail unavailable
Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech Recognition→Acoustic Modeling Using Deep Belief NetworksLegacy edge — source detail unavailable
Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla…→Long Short-Term MemoryLegacy edge — source detail unavailable
Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla…→Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech RecognitionLegacy edge — source detail unavailable
Deep Neural Networks for Acoustic Modeling in Speech Recognition→Acoustic Modeling Using Deep Belief NetworksLegacy edge — source detail unavailable
Deep Neural Networks for Acoustic Modeling in Speech Recognition→Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech RecognitionLegacy edge — source detail unavailable
Long short-term memory recurrent neural network architectures for large scale acoustic mo…→Acoustic Modeling Using Deep Belief NetworksLegacy edge — source detail unavailable
Long short-term memory recurrent neural network architectures for large scale acoustic mo…→Long Short-Term MemoryLegacy edge — source detail unavailable
Long short-term memory recurrent neural network architectures for large scale acoustic mo…→Speech recognition with deep recurrent neural networksLegacy edge — source detail unavailable
Long short-term memory recurrent neural network architectures for large scale acoustic mo…→Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech RecognitionLegacy edge — source detail unavailable
Long short-term memory recurrent neural network architectures for large scale acoustic mo…→Deep Neural Networks for Acoustic Modeling in Speech RecognitionLegacy edge — source detail unavailable
Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey→Long Short-Term MemoryLegacy edge — source detail unavailable

What this paper cites, inside the corpus

Paper	Year	Cited
Long Short-Term Memory	1997	101,359
Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla…	2014	25,048
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Sh…	2015	24,404
Speech recognition with deep recurrent neural networks	2013	8,916
Librispeech: An ASR corpus based on public domain audio books	2015	6,095
Connectionist temporal classification	2006	5,582
Curriculum learning	2009	5,154
On the importance of initialization and momentum in deep learning	2013	3,523
Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech Recognition	2011	3,089
Long short-term memory recurrent neural network architectures for large scale acoustic mo…	2014	2,986
Phoneme recognition using time-delay neural networks	1989	2,650
Deep Neural Networks for Acoustic Modeling in Speech Recognition	2012	1,907
Towards End-To-End Speech Recognition with Recurrent Neural Networks	2014	1,855
Acoustic Modeling Using Deep Belief Networks	2011	1,752
Convolutional, Long Short-Term Memory, fully connected Deep Neural Networks	2015	1,646
Deep Speech: Scaling up end-to-end speech recognition	2014	1,519

What cites it, inside the corpus

Paper	Year	Cited
mixup: Beyond Empirical Risk Minimization	2017	4,806
Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey	2018	2,090
TabNet: Attentive Interpretable Tabular Learning	2021	1,700
Agnostic Learning with Unknown Utilities	2016	1,416

Links

Download BibTeX · Download RIS · DOI · Open access copy · OpenAlex record

Topics

Speech Recognition and Synthesis	Computer Science
Natural Language Processing Techniques	Computer Science
Topic Modeling	Computer Science

Is this record sound?

complete

Nothing in this record contradicts itself and no field we check is missing.

supports34 author record(s) attached.
supports51 reference(s) recorded.
neutralThe DOI carries no year to check against.
supportsA title is present.

Provenance

Everything above was read from one stored OpenAlex payload, fetched 2026-09-04T03:58:50+00:00.

sha256 86a6d6715ff540a0…