Completed comparison
Harder mathematics comparison
5 September 2026
Each model answered 27 problems three times. The trained adapter and a control trained with mismatched answers each passed 2 of 81 replies; the earlier prediction adapter passed 3. The study did not show a gain over the control. Difficulty and answer requirements both changed from the earlier study, so the cause of the difference remains unclear.
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fish/album/2026-09-05T1630-EAT-formal-speaking-result.md
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