Part of the Secryst phonological-layer family — a dedicated model for diacritization (HE), distributed as a Secryst IMF artifact and loadable through any Secryst crystal: Full evaluation sets, zero skipped examples, the benchmark's own evaluator. Provenance for every number is the results record of the training project. Nakdimon test set, greedy decode, seq2seqder — the exact protocol of −3.96pp (24% relative error reduction) over the shipped student at the plane's on-device economics. Median per-example DER 9.8%; 223,872 scored positions. encoder (no decoder) with a nikud-plane embedding and one classification head per character position over 135 order-preserving nikud classes. Decoding is…
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