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 26012650 of 6433 papers

TitleStatusHype
Direction-Aware Joint Adaptation of Neural Speech Enhancement and Recognition in Real Multiparty Conversational Environments0
Position Prediction as an Effective Pretraining StrategyCode0
Two-Pass Low Latency End-to-End Spoken Language Understanding0
Deep versus Wide: An Analysis of Student Architectures for Task-Agnostic Knowledge Distillation of Self-Supervised Speech Models0
Data Augmentation for Low-Resource Quechua ASR Improvement0
Open Terminology Management and Sharing Toolkit for Federation of Terminology Databases0
Efficient spike encoding algorithms for neuromorphic speech recognition0
Huqariq: A Multilingual Speech Corpus of Native Languages of Peru for Speech Recognition0
End-to-end speech recognition modeling from de-identified data0
Speaker Anonymization with Phonetic Intermediate Representations0
pMCT: Patched Multi-Condition Training for Robust Speech Recognition0
Online Continual Learning of End-to-End Speech Recognition Models0
Intermediate-layer output Regularization for Attention-based Speech Recognition with Shared Decoder0
Internal Language Model Estimation based Language Model Fusion for Cross-Domain Code-Switching Speech Recognition0
Tandem Multitask Training of Speaker Diarisation and Speech Recognition for Meeting Transcription0
Non-Linear Pairwise Language Mappings for Low-Resource Multilingual Acoustic Model Fusion0
Investigating the Impact of Cross-lingual Acoustic-Phonetic Similarities on Multilingual Speech Recognition0
End-to-end Speech-to-Punctuated-Text Recognition0
Kaggle Competition: Cantonese Audio-Visual Speech Recognition for In-car Commands0
Low-resource Low-footprint Wake-word Detection using Knowledge Distillation0
Branchformer: Parallel MLP-Attention Architectures to Capture Local and Global Context for Speech Recognition and Understanding0
Improving Streaming End-to-End ASR on Transformer-based Causal Models with Encoder States Revision Strategies0
Compute Cost Amortized Transformer for Streaming ASR0
DEFORMER: Coupling Deformed Localized Patterns with Global Context for Robust End-to-end Speech Recognition0
Vietnamese Capitalization and Punctuation Recovery ModelsCode0
Leveraging Acoustic Contextual Representation by Audio-textual Cross-modal Learning for Conversational ASR0
Generating gender-ambiguous voices for privacy-preserving speech recognitionCode0
Tree-constrained Pointer Generator with Graph Neural Network Encodings for Contextual Speech Recognition0
Improving Transformer-based Conversational ASR by Inter-Sentential Attention Mechanism0
UserLibri: A Dataset for ASR Personalization Using Only Text0
BehancePR: A Punctuation Restoration Dataset for Livestreaming Video TranscriptCode0
Non-Autoregressive Chinese ASR Error Correction with Phonological Training0
Domain-Informed Probing of wav2vec 2.0 Embeddings for Phonetic Features0
Updating Only Encoders Prevents Catastrophic Forgetting of End-to-End ASR Models0
Improving Low-Resource Speech Recognition with Pretrained Speech Models: Continued Pretraining vs. Semi-Supervised Training0
Activity focused Speech Recognition of Preschool Children in Early Childhood Classrooms0
FPI: Failure Point Isolation in Large-scale Conversational Assistants0
Exploring the Effect of Dialect Mismatched Language Models in Telugu Automatic Speech Recognition0
On Assessing and Developing Spoken ’Grammatical Error Correction’ Systems0
Sub-8-Bit Quantization Aware Training for 8-Bit Neural Network Accelerator with On-Device Speech Recognition0
FeaRLESS: Feature Refinement Loss for Ensembling Self-Supervised Learning Features in Robust End-to-end Speech Recognition0
Space-Efficient Representation of Entity-centric Query Language Models0
The THUEE System Description for the IARPA OpenASR21 Challenge0
STOP: A dataset for Spoken Task Oriented Semantic Parsing0
Language-specific Characteristic Assistance for Code-switching Speech Recognition0
Exploring linguistic feature and model combination for speech recognition based automatic AD detection0
Bengali Common Voice Speech Dataset for Automatic Speech Recognition0
Challenges and Opportunities in Multi-device Speech Processing0
TALCS: An Open-Source Mandarin-English Code-Switching Corpus and a Speech Recognition Baseline0
Low-resource Accent Classification in Geographically-proximate Settings: A Forensic and Sociophonetics Perspective0
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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