Paired configuration-equivalent trials on Claude Haiku 4.5 yield a noise floor of roughly [-3, +18]pp with no significant coordination contrast after correction, placing most recent multi-agent papers inside or below that envelope.
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How Much Coordination Gain Is Real? A Paired Noise-Floor Protocol for Multi-Agent LLM Benchmarks
Paired configuration-equivalent trials on Claude Haiku 4.5 yield a noise floor of roughly [-3, +18]pp with no significant coordination contrast after correction, placing most recent multi-agent papers inside or below that envelope.