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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

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Showing 751–800 of 3012 papers

TitleStatusHype
Lexical Speaker Error Correction: Leveraging Language Models for Speaker Diarization Error Correction—0
Unified model for code-switching speech recognition and language identification based on a concatenated tokenizer—0
Improving Code-Switching and Named Entity Recognition in ASR with Speech Editing based Data Augmentation—0
DCTX-Conformer: Dynamic context carry-over for low latency unified streaming and non-streaming Conformer ASR—0
Statistical Beamformer Exploiting Non-stationarity and Sparsity with Spatially Constrained ICA for Robust Speech Recognition—0
Multimodal Audio-textual Architecture for Robust Spoken Language Understanding—0
On the N-gram Approximation of Pre-trained Language Models—0
Impact of Experiencing Misrecognition by Teachable Agents on Learning and Rapport—0
Adversarial Training For Low-Resource Disfluency CorrectionCode0
Improving Frame-level Classifier for Word Timings with Non-peaky CTC in End-to-End Automatic Speech Recognition—0
A Theory of Unsupervised Speech RecognitionCode0
An ASR-Based Tutor for Learning to Read: How to Optimize Feedback to First Graders—0
A study on the impact of Self-Supervised Learning on automatic dysarthric speech assessment—0
Arabic Dysarthric Speech Recognition Using Adversarial and Signal-Based AugmentationCode0
Improving Fairness and Robustness in End-to-End Speech Recognition through unsupervised clustering—0
Automatic Assessment of Oral Reading Accuracy for Reading Diagnostics—0
Alzheimer Disease Classification through ASR-based Transcriptions: Exploring the Impact of Punctuation and Pauses—0
Incorporating L2 Phonemes Using Articulatory Features for Robust Speech Recognition—0
OTF: Optimal Transport based Fusion of Supervised and Self-Supervised Learning Models for Automatic Speech Recognition—0
End-to-End Joint Target and Non-Target Speakers ASR—0
SpellMapper: A non-autoregressive neural spellchecker for ASR customization with candidate retrieval based on n-gram mappings—0
Advancing African-Accented Speech Recognition: Epistemic Uncertainty-Driven Data Selection for Generalizable ASR ModelsCode0
SGEM: Test-Time Adaptation for Automatic Speech Recognition via Sequential-Level Generalized Entropy MinimizationCode1
Explainability of Speech Recognition Transformers via Gradient-based Attention VisualizationCode0
Streaming Speech-to-Confusion Network Speech Recognition—0
Can Contextual Biasing Remain Effective with Whisper and GPT-2?Code1
Some voices are too common: Building fair speech recognition systems using the Common Voice dataset—0
Bypass Temporal Classification: Weakly Supervised Automatic Speech Recognition with Imperfect Transcripts—0
Towards hate speech detection in low-resource languages: Comparing ASR to acoustic word embeddings on Wolof and Swahili—0
Adaptation and Optimization of Automatic Speech Recognition (ASR) for the Maritime Domain in the Field of VHF Communication—0
SlothSpeech: Denial-of-service Attack Against Speech Recognition ModelsCode0
Inspecting Spoken Language Understanding from Kids for Basic Math Learning at Home—0
AfriNames: Most ASR models "butcher" African Names—0
Simple yet Effective Code-Switching Language Identification with Multitask Pre-Training and Transfer Learning—0
Accurate and Structured Pruning for Efficient Automatic Speech Recognition—0
VILAS: Exploring the Effects of Vision and Language Context in Automatic Speech Recognition—0
Zero-Shot Automatic Pronunciation Assessment—0
Towards Selection of Text-to-speech Data to Augment ASR Training—0
Adapting Multi-Lingual ASR Models for Handling Multiple Talkers—0
STT4SG-350: A Speech Corpus for All Swiss German Dialect Regions—0
Graph Neural Networks for Contextual ASR with the Tree-Constrained Pointer GeneratorCode0
Building Accurate Low Latency ASR for Streaming Voice Search—0
Improving Textless Spoken Language Understanding with Discrete Units as Intermediate Target—0
Can We Trust Explainable AI Methods on ASR? An Evaluation on Phoneme Recognition—0
CommonAccent: Exploring Large Acoustic Pretrained Models for Accent Classification Based on Common Voice—0
DisfluencyFixer: A tool to enhance Language Learning through Speech To Speech Disfluency Correction—0
2-bit Conformer quantization for automatic speech recognition—0
DistriBlock: Identifying adversarial audio samples by leveraging characteristics of the output distributionCode0
INTapt: Information-Theoretic Adversarial Prompt Tuning for Enhanced Non-Native Speech Recognition—0
Improving Scheduled Sampling for Neural Transducer-based ASR—0
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All datasetsLRS2RealMANSagaleeHUI speech corpusLRS3-TEDM-AILabs speech datasetThe Spoken Wikipedia CorporaVoxforge GermanVoxPopuli

Benchmark Results

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