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arXiv — cs.AI

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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…

arXiv — cs.AIBy: Wenhui ChenOctober 2, 2026 (Oct 2)
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AI Summary & Key Takeaways

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

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