SOTAVerified

Speech Recognition

Speech Recognition is the task of converting spoken language into text. It involves recognizing the words spoken in an audio recording and transcribing them into a written format. The goal is to accurately transcribe the speech in real-time or from recorded audio, taking into account factors such as accents, speaking speed, and background noise.

( Image credit: SpecAugment )

Papers

Showing 56515700 of 6433 papers

TitleStatusHype
A Pilot Study of Applying Sequence-to-Sequence Voice Conversion to Evaluate the Intelligibility of L2 Speech Using a Native Speaker's Shadowings0
A Pilot Study on Arabic Multi-Genre Corpus Diacritization0
A Possibilistic Approach for Automatic Word Sense Disambiguation0
App for Resume-Based Job Matching with Speech Interviews and Grammar Analysis: A Review0
Application-Agnostic Language Modeling for On-Device ASR0
Application of Knowledge Distillation to Multi-task Speech Representation Learning0
Applications of Natural Language Processing in Bilingual Language Teaching: An Indonesian-English Case Study0
Applications of Recurrent Neural Network for Biometric Authentication & Anomaly Detection0
Applying GPGPU to Recurrent Neural Network Language Model based Fast Network Search in the Real-Time LVCSR0
Applying LLMs for Rescoring N-best ASR Hypotheses of Casual Conversations: Effects of Domain Adaptation and Context Carry-over0
Applying Unsupervised Learning To Support Vector Space Model Based Speaking Assessment0
Applying Wav2vec2.0 to Speech Recognition in Various Low-resource Languages0
Applying wav2vec2 for Speech Recognition on Bengali Common Voices Dataset0
Apport de l'adaptation automatique des mod\`eles de langage pour la reconnaissance de la parole: \'evaluation qualitative extrins\`eque dans un contexte de traitement de cours magistraux (Contribution of automatic adaptation of language models for speech recognition : extrinsic qualitative evaluation in a context of educational courses)0
ApproBiVT: Lead ASR Models to Generalize Better Using Approximated Bias-Variance Tradeoff Guided Early Stopping and Checkpoint Averaging0
ApproxDBN: Approximate Computing for Discriminative Deep Belief Networks0
Approximate Nearest Neighbour Phrase Mining for Contextual Speech Recognition0
A practical framework for multi-domain speech recognition and an instance sampling method to neural language modeling0
A practical two-stage training strategy for multi-stream end-to-end speech recognition0
A Preliminary Exploration with GPT-4o Voice Mode0
A Preliminary Study on Automated Speaking Assessment of English as a Second Language (ESL) Students0
A Preliminary Study on Leveraging Meta Learning Technique for Code-switching Speech Recognition0
A privacy-preserving method using secret key for convolutional neural network-based speech classification0
A Probabilistic Approach for Confidence Scoring in Speech Recognition0
A Probabilistic Framework for Representing Dialog Systems and Entropy-Based Dialog Management through Dynamic Stochastic State Evolution0
A proof that artificial neural networks overcome the curse of dimensionality in the numerical approximation of Black-Scholes partial differential equations0
A Purely End-to-end System for Multi-speaker Speech Recognition0
A Quantitative Insight into the Impact of Translation on Readability0
A Quantitative Study of Data in the NLP community0
Arabic Code-Switching Speech Recognition using Monolingual Data0
Arabic Diacritization with Recurrent Neural Networks0
Arabic Dialect Processing Tutorial0
Arabic Language WEKA-Based Dialect Classifier for Arabic Automatic Speech Recognition Transcripts0
A Random Gossip BMUF Process for Neural Language Modeling0
A Real-life, French-accented Corpus of Air Traffic Control Communications0
A Real-time Robot-based Auxiliary System for Risk Evaluation of COVID-19 Infection0
A Recorded Debating Dataset0
Are disentangled representations all you need to build speaker anonymization systems?0
Are E2E ASR models ready for an industrial usage?0
ArEEG_Chars: Dataset for Envisioned Speech Recognition using EEG for Arabic Characters0
ArEEG_Words: Dataset for Envisioned Speech Recognition using EEG for Arabic Words0
A Research Platform for Multi-Robot Dialogue with Humans0
Are Transformers in Pre-trained LM A Good ASR Encoder? An Empirical Study0
A Review of Deep Learning Techniques for Speech Processing0
A Review of Hybrid and Ensemble in Deep Learning for Natural Language Processing0
A Review of Meta-Reinforcement Learning for Deep Neural Networks Architecture Search0
A Review of Meta-Reinforcement Learning for Deep Neural Networks Architecture Search0
A review of on-device fully neural end-to-end automatic speech recognition algorithms0
A Review of Recent Advances of Binary Neural Networks for Edge Computing0
A Review of Sparse Expert Models in Deep Learning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AmNetWord Error Rate (WER)8.6Unverified
2HMM-(SAT)GMMWord Error Rate (WER)8Unverified
3Local Prior Matching (Large Model)Word Error Rate (WER)7.19Unverified
4SnipsWord Error Rate (WER)6.4Unverified
5Li-GRUWord Error Rate (WER)6.2Unverified
6HMM-DNN + pNorm*Word Error Rate (WER)5.5Unverified
7CTC + policy learningWord Error Rate (WER)5.42Unverified
8Deep Speech 2Word Error Rate (WER)5.33Unverified
9HMM-TDNN + iVectorsWord Error Rate (WER)4.8Unverified
10Gated ConvNetsWord Error Rate (WER)4.8Unverified
#ModelMetricClaimedVerifiedStatus
1Local Prior Matching (Large Model)Word Error Rate (WER)20.84Unverified
2SnipsWord Error Rate (WER)16.5Unverified
3Local Prior Matching (Large Model, ConvLM LM)Word Error Rate (WER)15.28Unverified
4Deep Speech 2Word Error Rate (WER)13.25Unverified
5TDNN + pNorm + speed up/down speechWord Error Rate (WER)12.5Unverified
6CTC-CRF 4gram-LMWord Error Rate (WER)10.65Unverified
7Convolutional Speech RecognitionWord Error Rate (WER)10.47Unverified
8MT4SSLWord Error Rate (WER)9.6Unverified
9Jasper DR 10x5Word Error Rate (WER)8.79Unverified
10EspressoWord Error Rate (WER)8.7Unverified
#ModelMetricClaimedVerifiedStatus
1Deep SpeechPercentage error20Unverified
2DNN-HMMPercentage error18.5Unverified
3CD-DNNPercentage error16.1Unverified
4DNNPercentage error16Unverified
5DNN + DropoutPercentage error15Unverified
6DNN BMMIPercentage error12.9Unverified
7DNN MPEPercentage error12.9Unverified
8DNN MMIPercentage error12.9Unverified
9HMM-TDNN + pNorm + speed up/down speechPercentage error12.9Unverified
10HMM-DNN +sMBRPercentage error12.6Unverified
#ModelMetricClaimedVerifiedStatus
1LSNNPercentage error33.2Unverified
2LAS multitask with indicators samplingPercentage error20.4Unverified
3Soft Monotonic Attention (ours, offline)Percentage error20.1Unverified
4QCNN-10L-256FMPercentage error19.64Unverified
5Bi-LSTM + skip connections w/ CTCPercentage error17.7Unverified
6Bi-RNN + AttentionPercentage error17.6Unverified
7RNN-CRF on 24(x3) MFSCPercentage error17.3Unverified
8CNN in time and frequency + dropout, 17.6% w/o dropoutPercentage error16.7Unverified
9Light Gated Recurrent UnitsPercentage error16.7Unverified
10GRUPercentage error16.6Unverified
#ModelMetricClaimedVerifiedStatus
1AttWord Error Rate (WER)18.7Unverified
2CTC/AttWord Error Rate (WER)6.7Unverified
3BRA-EWord Error Rate (WER)6.63Unverified
4CTC-CRF 4gram-LMWord Error Rate (WER)6.34Unverified
5BATWord Error Rate (WER)4.97Unverified
6ParaformerWord Error Rate (WER)4.95Unverified
7U2Word Error Rate (WER)4.72Unverified
8UMAWord Error Rate (WER)4.7Unverified
9Lightweight TransducerWord Error Rate (WER)4.31Unverified
10CIF-HKD With LMWord Error Rate (WER)4.1Unverified
#ModelMetricClaimedVerifiedStatus
1Jasper 10x3Word Error Rate (WER)6.9Unverified
2CNN over RAW speech (wav)Word Error Rate (WER)5.6Unverified
3CTC-CRF 4gram-LMWord Error Rate (WER)3.79Unverified
4Deep Speech 2Word Error Rate (WER)3.6Unverified
5test-set on open vocabulary (i.e. harder), model = HMM-DNN + pNorm*Word Error Rate (WER)3.6Unverified
6Convolutional Speech RecognitionWord Error Rate (WER)3.5Unverified
7TC-DNN-BLSTM-DNNWord Error Rate (WER)3.5Unverified
8EspressoWord Error Rate (WER)3.4Unverified
9CTC-CRF VGG-BLSTMWord Error Rate (WER)3.2Unverified
10Transformer with Relaxed AttentionWord Error Rate (WER)3.19Unverified