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 20012050 of 3012 papers

TitleStatusHype
Speech Recognition by Simply Fine-tuning BERT0
BCN2BRNO: ASR System Fusion for Albayzin 2020 Speech to Text Challenge0
Leveraging End-to-End ASR for Endangered Language Documentation: An Empirical Study on Yoloxóchitl Mixtec0
Streaming Models for Joint Speech Recognition and Translation0
Exploiting Beam Search Confidence for Energy-Efficient Speech Recognition0
Arabic Speech Recognition by End-to-End, Modular Systems and HumanCode0
Efficiently Fusing Pretrained Acoustic and Linguistic Encoders for Low-resource Speech Recognition0
An evaluation of word-level confidence estimation for end-to-end automatic speech recognition0
Fast offline Transformer-based end-to-end automatic speech recognition for real-world applications0
WER-BERT: Automatic WER Estimation with BERT in a Balanced Ordinal Classification Paradigm0
Hypothesis Stitcher for End-to-End Speaker-attributed ASR on Long-form Multi-talker Recordings0
NAS-Bench-ASR: Reproducible Neural Architecture Search for Speech Recognition0
Why Does Decentralized Training Outperform Synchronous Training In The Large Batch Setting?0
Learning without Forgetting: Task Aware Multitask Learning for Multi-Modality Tasks0
Multi-channel Multi-frame ADL-MVDR for Target Speech Separation0
A Hierarchical Reasoning Graph Neural Network for The Automatic Scoring of Answer Transcriptions in Video Job Interviews0
Adversarial Meta Sampling for Multilingual Low-Resource Speech Recognition0
Adjust-free adversarial example generation in speech recognition using evolutionary multi-objective optimization under black-box condition0
Toward Streaming ASR with Non-Autoregressive Insertion-based Model0
User-friendly automatic transcription of low-resource languages: Plugging ESPnet into Elpis0
Exploring Transfer Learning For End-to-End Spoken Language Understanding0
A review of on-device fully neural end-to-end automatic speech recognition algorithms0
Less Is More: Improved RNN-T Decoding Using Limited Label Context and Path Merging0
Improved Robustness to Disfluencies in RNN-Transducer Based Speech Recognition0
On Knowledge Distillation for Direct Speech Translation0
Bayesian Learning of LF-MMI Trained Time Delay Neural Networks for Speech Recognition0
MLS: A Large-Scale Multilingual Dataset for Speech ResearchCode0
Using multiple ASR hypotheses to boost i18n NLU performance0
End to End ASR System with Automatic Punctuation InsertionCode0
On-Device detection of sentence completion for voice assistants with low-memory footprint0
German-Arabic Speech-to-Speech Translation for Psychiatric Diagnosis0
Sparse Transcription0
ASR for Non-standardised Languages with Dialectal Variation: the case of Swiss German0
A Comprehensive Evaluation of Incremental Speech Recognition and Diarization for Conversational AICode0
Multi-task Learning of Spoken Language Understanding by Integrating N-Best Hypotheses with Hierarchical Attention0
The Indigenous Languages Technology project at NRC Canada: An empowerment-oriented approach to developing language software0
Attentively Embracing Noise for Robust Latent Representation in BERTCode0
100,000 Podcasts: A Spoken English Document Corpus0
Transformer-Transducers for Code-Switched Speech Recognition0
Improving accuracy of rare words for RNN-Transducer through unigram shallow fusion0
Unsupervised Domain Adaptation for Speech Recognition via Uncertainty Driven Self-Training0
Bootstrap an end-to-end ASR system by multilingual training, transfer learning, text-to-text mapping and synthetic audio0
Adam^+: A Stochastic Method with Adaptive Variance Reduction0
Multi-task Language Modeling for Improving Speech Recognition of Rare Words0
Using Synthetic Audio to Improve The Recognition of Out-Of-Vocabulary Words in End-To-End ASR Systems0
Improving RNN-T ASR Accuracy Using Context Audio0
WPD++: An Improved Neural Beamformer for Simultaneous Speech Separation and DereverberationCode0
Cascade RNN-Transducer: Syllable Based Streaming On-device Mandarin Speech Recognition with a Syllable-to-Character Converter0
Refining Automatic Speech Recognition System for older adults0
Audio-visual Multi-channel Integration and Recognition of Overlapped Speech0
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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