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atc-validation-v2

Speech dataset prepared with Trelis Studio.

Statistics

Metric Value
Source files 1
Validation samples 13
Total duration 5.0 minutes

Columns

Column Type Description
audio Audio Audio segment (16kHz) - speech only, silence stripped via VAD
text string Plain transcription (no timestamps) - backwards compatible
text_ts string Transcription WITH Whisper timestamp tokens (e.g., `<
start_time string Segment start in original audio (HH:MM:SS.mmm)
end_time string Segment end in original audio (HH:MM:SS.mmm)
speech_duration float Duration of speech in segment (excluding silence)
word_timestamps list Word-level timestamps (relative to speech-only audio)
source_file string Original audio filename

VAD Processing

Audio segments are processed with Silero VAD to match faster-whisper inference:

  • Silence is stripped from audio (only speech regions remain)
  • Timestamps are relative to the concatenated speech audio
  • This ensures training data matches inference behavior

Training Usage

For Whisper timestamp training, use the two-bucket approach:

  • Bucket A (50%): Use text - plain transcription without timestamps
  • Bucket B (50%): Use text_ts - transcription with Whisper timestamp tokens

Usage

from datasets import load_dataset

dataset = load_dataset("Trelis/atc-validation-v2")

Prepared with Trelis Studio

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