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 61516200 of 6433 papers

TitleStatusHype
Speech Translation Refinement using Large Language ModelsCode0
Tools and resources for Romanian text-to-speech and speech-to-text applicationsCode0
SpeechUT: Bridging Speech and Text with Hidden-Unit for Encoder-Decoder Based Speech-Text Pre-trainingCode0
Quaternion Convolutional Neural Networks for End-to-End Automatic Speech RecognitionCode0
No More Mumbles: Enhancing Robot Intelligibility through Speech AdaptationCode0
End-to-end Spoken Language Understanding with Tree-constrained Pointer GeneratorCode0
Harnessing GANs for Zero-shot Learning of New Classes in Visual Speech RecognitionCode0
A Comparison of Techniques for Language Model Integration in Encoder-Decoder Speech RecognitionCode0
Quaternion Recurrent Neural NetworksCode0
End-to-End Speech Recognition With Joint Dereverberation Of Sub-Band Autoregressive EnvelopesCode0
DecoderLens: Layerwise Interpretation of Encoder-Decoder TransformersCode0
LIP-RTVE: An Audiovisual Database for Continuous Spanish in the WildCode0
Harnessing Evolution of Multi-Turn Conversations for Effective Answer RetrievalCode0
Word-level Embeddings for Cross-Task Transfer Learning in Speech ProcessingCode0
Hardware Synthesis of State-Space Equations; Application to FPGA Implementation of Shallow and Deep Neural NetworksCode0
Guiding Frame-Level CTC Alignments Using Self-knowledge DistillationCode0
DoCIA: An Online Document-Level Context Incorporation Agent for Speech TranslationCode0
Guided Source Separation Meets a Strong ASR Backend: Hitachi/Paderborn University Joint Investigation for Dinner Party ASRCode0
Speech Wikimedia: A 77 Language Multilingual Speech DatasetCode0
Listening and Seeing Again: Generative Error Correction for Audio-Visual Speech RecognitionCode0
Distributed Learning of Deep Neural Networks using Independent Subnet TrainingCode0
Disentangling Speech and Non-Speech Components for Building Robust Acoustic Models from Found DataCode0
Improving Non-Intrusive Load Disaggregation through an Attention-Based Deep Neural NetworkCode0
A Comparative Study on Transformer vs RNN in Speech ApplicationsCode0
Whispered-to-voiced Alaryngeal Speech Conversion with Generative Adversarial NetworksCode0
Textless Dependency Parsing by Labeled Sequence PredictionCode0
WiSeBE: Window-based Sentence Boundary EvaluationCode0
Growing Trees on Sounds: Assessing Strategies for End-to-End Dependency Parsing of SpeechCode0
RadioTalk: a large-scale corpus of talk radio transcriptsCode0
Random Directional Attack for Fooling Deep Neural NetworksCode0
Topic Identification For Spontaneous Speech: Enriching Audio Features With Embedded Linguistic InformationCode0
Rank-1 Constrained Multichannel Wiener Filter for Speech Recognition in Noisy EnvironmentsCode0
Greek2MathTex: A Greek Speech-to-Text Framework for LaTeX Equations GenerationCode0
Analyzing Robustness of End-to-End Neural Models for Automatic Speech RecognitionCode0
LLM-based Generative Error Correction for Rare Words with Synthetic Data and Phonetic ContextCode0
SPGISpeech: 5,000 hours of transcribed financial audio for fully formatted end-to-end speech recognitionCode0
Graph Neural Networks for Contextual ASR with the Tree-Constrained Pointer GeneratorCode0
End-To-End Speech Recognition Using A High Rank LSTM-CTC Based ModelCode0
LMEC: Learnable Multiplicative Absolute Position Embedding Based Conformer for Speech RecognitionCode0
Assessing the Use of Prosody in Constituency Parsing of Imperfect TranscriptsCode0
Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLMCode0
Analyzing Phonetic and Graphemic Representations in End-to-End Automatic Speech RecognitionCode0
Data Quality Measures and Efficient Evaluation Algorithms for Large-Scale High-Dimensional DataCode0
BanglaDialecto: An End-to-End AI-Powered Regional Speech StandardizationCode0
Adaptive Natural Language Generation for Task-oriented Dialogue via Reinforcement LearningCode0
RDMM: Fine-Tuned LLM Models for On-Device Robotic Decision Making with Enhanced Contextual Awareness in Specific DomainsCode0
CHSER: A Dataset and Case Study on Generative Speech Error Correction for Child ASRCode0
READIN: A Chinese Multi-Task Benchmark with Realistic and Diverse Input NoisesCode0
Seq2seq for Automatic Paraphasia Detection in Aphasic SpeechCode0
Geometric deep learning on graphs and manifolds using mixture model CNNsCode0
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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