tya-math-ling-fmt-t06

rita-cohere/tya-math-ling-hyp-5327 (math-ling hyp ckpt) packaged for IOL-AI 2026 with the decode stack from linguini-test-iolai.ipynb:

• FORMAT IS CRITICAL user prompt + per-task FORMAT/DIRECTION hints
  (translation, fill_blanks, match_letters, num↔text)
• /think + reasoning_options.enabled
• think 2048 @ T=0.6; force-close <|END_THINKING|><|START_RESPONSE|> if needed
• answer 512 @ T=0.6
• soft P(END_THINKING)≥0.55 early exit + loop break
• marker-gated FINAL ANSWERS: parser (no think-trace dump); strip **bold**
• up to 3 quality resamples on empty/bad format

script.py reads /tmp/data/test.csv and writes submission.csv (id,pred).