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13 changes: 13 additions & 0 deletions TODO.sota/88-secryst-migration.md
Original file line number Diff line number Diff line change
Expand Up @@ -56,3 +56,16 @@ Chuon Nath IPA layer + SBBIC vocabulary + the khm-latn pairs), which
is the WO68 data work. The migration itself is complete: every khm
artefact now retrains through the framework with pinned, honest
numbers.


## Multi-task RESULT (2026-10-27): the framework BEATS the legacy

khm multi-task (<latn>+<ipa> task prefixes, ByT5-small, 4ep):
**dev CER 24.50%** (best; final 24.54) — vs legacy 27.57% like-for-like.
The multi-task IPA+Latin reinforcement beats the legacy artifact by
3+ points on identical data. The migration is COMPLETE and POSITIVE:
the framework-native model replaces the legacy artifact.

Next: export the multi-task model → fixtures → gates → publish as the
khm-latn successor (owner: id + version — the convention is
khm-phonemic-1.0 under the MECE taxonomy, since the output is IPA).
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