Coordination control in LLM teams adds accuracy only where round-0 majority is unreliable, task recoverable, and free interaction fails to repair it, matching contingency theory predictions across models and regimes.
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3 Pith papers cite this work. Polarity classification is still indexing.
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2026 3verdicts
UNVERDICTED 3representative citing papers
Linear probes detect task format confounds rather than distinct reasoning modes in LLM hidden states across LogiQA, ARC, and αNLI benchmarks.
The paper introduces a 10-faculty Cognitive Taxonomy and a held-out task protocol to generate cognitive profiles for measuring AI progress toward AGI.
citing papers explorer
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Leadership as Coordination Control: Behavioral Signatures and the Recovery-Advantage Boundary in Multi-Agent LLM Teams
Coordination control in LLM teams adds accuracy only where round-0 majority is unreliable, task recoverable, and free interaction fails to repair it, matching contingency theory predictions across models and regimes.
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Linear Probes Detect Task Format, Not Reasoning Mode in Language Model Hidden States
Linear probes detect task format confounds rather than distinct reasoning modes in LLM hidden states across LogiQA, ARC, and αNLI benchmarks.