Data2025 · Data · 2 min read · ACL 2025

Data quality beats model size on narrow tasks

A study of 400+ models shows redundant, low-diversity data stalls scaling — good news for teams whose advantage is owning data nobody else has.

Any product that needs to speak Karakalpak can now call an API instead of building a voice from nothing.

The model works. It does not work well enough for the things people would immediately use it for, so it stays in research.

Debt notifications are now sent automatically, through the right channel, with a record of what was sent and when.