Transparency — live numbers

The figures we cite in applications and partnerships, self-published from live sources. No number on this page is hardcoded.

Live API unreachable right now — showing conservative fallback values, not current figures

What “verified” means

Entries are verified by our review pipeline against source dictionaries and the production corpus. Individual native-speaker sign-off is recorded per entry — today only one entry carries it, and closing that gap is the core of our current audio and elicitation work. We say “pipeline-verified”, not “native-speaker verified”.

Counts move in both directions

When an audit finds entries whose published meaning the corpus contradicts, we withdraw them — a July 2026 audit removed 43 entries. A figure you saw here last month may be higher than today's. That is the system working.

Check us yourself

• Vocabulary dataset (CC-BY-SA-4.0) — HuggingFace
• Fine-tuned model with its full evaluation, including the out-of-domain regression — model card
• Audio recording pipeline (MIT) — GitHub