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ResearchOctober 2, 2026

Conflicting Supervision Moves Commitment, Not Capability: A 12.29{\sigma} arrangement effect that is exactly zero under a convention-agnostic score

"Train a model on the same problems written under two incompatible conventions, both correct, and ask what the ordering of that data writes into the parameters. The learning-rate schedule is not a background condition for that question. It is the averaging operator, and it…

Wenhui Chen·arXiv — cs.AI
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Key Takeaways
  • 01."Train a model on the same problems written under two incompatible conventions, both correct, and ask what the ordering of that data writes into the parameters
  • 02.The learning-rate schedule is not a background condition for that question
  • 03.It is the averaging operator, and it…

This material is provided as an extended analytical summary.

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