SOTAVerified

Automatic Speech Recognition (ASR)

Automatic Speech Recognition (ASR) involves converting spoken language into written text. It is designed to transcribe spoken words into text in real-time, allowing people to communicate with computers, mobile devices, and other technology using their voice. The goal of Automatic Speech Recognition is to accurately transcribe speech, taking into account variations in accent, pronunciation, and speaking style, as well as background noise and other factors that can affect speech quality.

Papers

Showing 17511775 of 3012 papers

TitleStatusHype
Self-Attention Channel Combinator Frontend for End-to-End Multichannel Far-field Speech Recognition0
Coarse-To-Fine And Cross-Lingual ASR Transfer0
Robustness of end-to-end Automatic Speech Recognition Models – A Case Study using Mozilla DeepSpeech0
Tree-constrained Pointer Generator for End-to-end Contextual Speech Recognition0
ASR-GLUE: A New Multi-task Benchmark for ASR-Robust Natural Language Understanding0
Investigations on Speech Recognition Systems for Low-Resource Dialectal Arabic-English Code-Switching Speech0
Improving callsign recognition with air-surveillance data in air-traffic communication0
Grammar Based Speaker Role Identification for Air Traffic Control Speech Recognition0
4-bit Quantization of LSTM-based Speech Recognition Models0
Task-aware Warping Factors in Mask-based Speech Enhancement0
Cross-domain Single-channel Speech Enhancement Model with Bi-projection Fusion Module for Noise-robust ASR0
Reducing Exposure Bias in Training Recurrent Neural Network Transducers0
Automatic Speech Recognition And Limited Vocabulary: A Survey0
A Unified Transformer-based Framework for Duplex Text Normalization0
Hierarchical Summarization for Longform Spoken Dialog0
A Multi-level Acoustic Feature Extraction Framework for Transformer Based End-to-End Speech Recognition0
A Light-weight contextual spelling correction model for customizing transducer-based speech recognition systems0
StarGAN-VC+ASR: StarGAN-based Non-Parallel Voice Conversion Regularized by Automatic Speech Recognition0
The HW-TSC's Offline Speech Translation Systems for IWSLT 2021 Evaluation0
End-to-End Speech Recognition With Joint Dereverberation Of Sub-Band Autoregressive EnvelopesCode0
Unsupervised Domain Adaptation in Speech Recognition using Phonetic Features0
Dyn-ASR: Compact, Multilingual Speech Recognition via Spoken Language and Accent Identification0
Improving Distinction between ASR Errors and Speech Disfluencies with Feature Space Interpolation0
Blind and neural network-guided convolutional beamformer for joint denoising, dereverberation, and source separation0
Learning a Neural Diff for Speech Models0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TM-CTCTest WER10.1Unverified
2TM-seq2seqTest WER9.7Unverified
3CTC/attentionTest WER8.2Unverified
4LF-MMI TDNNTest WER6.7Unverified
5Whisper-LLaMATest WER6.6Unverified
6End2end ConformerTest WER3.9Unverified
7End2end ConformerTest WER3.7Unverified
8MoCo + wav2vec (w/o extLM)Test WER2.7Unverified
9CTC/AttentionTest WER1.5Unverified
10WhisperTest WER1.3Unverified
#ModelMetricClaimedVerifiedStatus
1SpatialNetCER14.5Unverified
2CleanMel-L-maskCER14.4Unverified
#ModelMetricClaimedVerifiedStatus
1ConformerTest WER15.32Unverified
2Whisper-largev3-finetunedTest WER10.82Unverified
#ModelMetricClaimedVerifiedStatus
1Conformer TransducerWER (%)1.89Unverified
#ModelMetricClaimedVerifiedStatus
1DistillAVWER1.4Unverified
#ModelMetricClaimedVerifiedStatus
1Conformer TransducerWER (%)4.28Unverified
#ModelMetricClaimedVerifiedStatus
1Conformer TransducerWER (%)8.04Unverified
#ModelMetricClaimedVerifiedStatus
1Conformer TransducerWER (%)3.36Unverified
#ModelMetricClaimedVerifiedStatus
1Conformer Transducer (German)WER (%)8.98Unverified