BEARD adapts Whisper encoder for ATC domain via BEST-RQ and distillation on 5000h unlabeled speech then 2h labeled fine-tuning, delivering 12% relative WER gain over fine-tuned baseline.
How does pre-trained wav2vec 2.0 perform on domain-shifted ASR? an extensive benchmark on air traffic control communications
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2025 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
BEST-RQ-Based Self-Supervised Learning for Whisper Domain Adaptation
BEARD adapts Whisper encoder for ATC domain via BEST-RQ and distillation on 5000h unlabeled speech then 2h labeled fine-tuning, delivering 12% relative WER gain over fine-tuned baseline.