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 14511500 of 3012 papers

TitleStatusHype
Improving low-resource ASR performance with untranscribed out-of-domain data0
Improving Low Resource Code-switched ASR using Augmented Code-switched TTS0
Improving Low-Resource Speech Recognition with Pretrained Speech Models: Continued Pretraining vs. Semi-Supervised Training0
A Probabilistic Framework for Representing Dialog Systems and Entropy-Based Dialog Management through Dynamic Stochastic State Evolution0
Extended Graph Temporal Classification for Multi-Speaker End-to-End ASR0
Exponentially Decaying Bag-of-Words Input Features for Feed-Forward Neural Network in Statistical Machine Translation0
Building state-of-the-art distant speech recognition using the CHiME-4 challenge with a setup of speech enhancement baseline0
Improving Massively Multilingual ASR With Auxiliary CTC Objectives0
Improving Medical Speech-to-Text Accuracy with Vision-Language Pre-training Model0
Improving Membership Inference in ASR Model Auditing with Perturbed Loss Features0
Improving Multilingual ASR in the Wild Using Simple N-best Re-ranking0
Improving Multilingual Speech Models on ML-SUPERB 2.0: Fine-tuning with Data Augmentation and LID-Aware CTC0
Exploring WavLM Back-ends for Speech Spoofing and Deepfake Detection0
Improving Named Entity Recognition in Spoken Dialog Systems by Context and Speech Pattern Modeling0
Improving Named Entity Transcription with Contextual LLM-based Revision0
Improving Neural Biasing for Contextual Speech Recognition by Early Context Injection and Text Perturbation0
Improving Neural Language Models with Weight Norm Initialization and Regularization0
Improving noise robust automatic speech recognition with single-channel time-domain enhancement network0
Improving Noise Robustness of an End-to-End Neural Model for Automatic Speech Recognition0
Improving noise robustness of automatic speech recognition via parallel data and teacher-student learning0
Improving Noise Robustness of Contrastive Speech Representation Learning with Speech Reconstruction0
Improving Noisy Student Training on Non-target Domain Data for Automatic Speech Recognition0
Improving non-autoregressive end-to-end speech recognition with pre-trained acoustic and language models0
Improving Practical Aspects of End-to-End Multi-Talker Speech Recognition for Online and Offline Scenarios0
Improving Proper Noun Recognition in End-to-End ASR By Customization of the MWER Loss Criterion0
Improving Punctuation Restoration for Speech Transcripts via External Data0
Improving Rare Words Recognition through Homophone Extension and Unified Writing for Low-resource Cantonese Speech Recognition0
Improving Readability for Automatic Speech Recognition Transcription0
Exploring Transfer Learning For End-to-End Spoken Language Understanding0
Improving RNN-T ASR Performance with Date-Time and Location Awareness0
Building Robust Spoken Language Understanding by Cross Attention between Phoneme Sequence and ASR Hypothesis0
A privacy-preserving method using secret key for convolutional neural network-based speech classification0
Improving RNN transducer with normalized jointer network0
Improving Robustness of Neural Inverse Text Normalization via Data-Augmentation, Semi-Supervised Learning, and Post-Aligning Method0
Improving Scheduled Sampling for Neural Transducer-based ASR0
Adversarial Black-Box Attacks on Automatic Speech Recognition Systems using Multi-Objective Evolutionary Optimization0
A Conformer-based ASR Frontend for Joint Acoustic Echo Cancellation, Speech Enhancement and Speech Separation0
Random Utterance Concatenation Based Data Augmentation for Improving Short-video Speech Recognition0
Improving Speech-based Emotion Recognition with Contextual Utterance Analysis and LLMs0
Improving Speech Recognition for African American English With Audio Classification0
Exploring the Role of Audio in Video Captioning0
Improving speech recognition models with small samples for air traffic control systems0
Improving Speech Recognition on Noisy Speech via Speech Enhancement with Multi-Discriminators CycleGAN0
Improving Spoken Language Understanding By Exploiting ASR N-best Hypotheses0
Improving Streaming Automatic Speech Recognition With Non-Streaming Model Distillation On Unsupervised Data0
Improving Streaming End-to-End ASR on Transformer-based Causal Models with Encoder States Revision Strategies0
Improving Streaming Transformer Based ASR Under a Framework of Self-supervised Learning0
Improving Tail Performance of a Deliberation E2E ASR Model Using a Large Text Corpus0
Exploring the Integration of Speech Separation and Recognition with Self-Supervised Learning Representation0
Building Open-source Speech Technology for Low-resource Minority Languages with SáMi as an Example – Tools, Methods and Experiments0
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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