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Found 7 papers, 1 papers with code
Conditional Diffusion Model for Target Speaker Extraction
For the reverse-time process, a parametrised score function is conditioned on a target speaker embedding to extract the target speaker from the mixture of sources.
Can Contextual Biasing Remain Effective with Whisper and GPT-2?
End-to-end automatic speech recognition (ASR) and large language models, such as Whisper and GPT-2, have recently been scaled to use vast amounts of training data.
Automatic Speech Recognition
Automatic Speech Recognition (ASR)
+1
Self-Supervised Learning-Based Source Separation for Meeting Data
In this paper, seven SSL models were compared on both simulated and real-world corpora.
Automatic Speech Recognition
Automatic Speech Recognition (ASR)
+2
Tandem Multitask Training of Speaker Diarisation and Speech Recognition for Meeting Transcription
Self-supervised-learning-based pre-trained models for speech data, such as Wav2Vec 2. 0 (W2V2), have become the backbone of many speech tasks.
Multi-turn RNN-T for streaming recognition of multi-party speech
Second, we propose a novel multi-turn RNN-T (MT-RNN-T) model with an overlap-based target arrangement strategy that generalizes to an arbitrary number of speakers without changes in the model architecture.
Automatic Speech Recognition
Automatic Speech Recognition (ASR)
+1
Adapting GPT, GPT-2 and BERT Language Models for Speech Recognition
Furthermore, on the AMI corpus, the proposed conversion for language prior probabilities enables BERT to obtain an extra 3% relative WERR, and the combination of BERT, GPT and GPT-2 results in further improvements.
Automatic Speech Recognition
Automatic Speech Recognition (ASR)
+2
Using Synthetic Audio to Improve The Recognition of Out-Of-Vocabulary Words in End-To-End ASR Systems
Different regularisation techniques are explored and the best performance is achieved by fine-tuning the RNN-T on both original training data and extra synthetic data with elastic weight consolidation (EWC) applied on the encoder.
Automatic Speech Recognition
Automatic Speech Recognition (ASR)
+1
