Jun 19, 2026 路 1 min read
What 12.9M audio samples taught me about data quality
The model was never the bottleneck. The labels were.
We kept tuning the model. The wins came from fixing the data.
Where the errors hid
Most of the label noise clustered in a few recording conditions. Fixing those beat any architecture change we tried that quarter.
