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The Complexity Ceiling Benchmark: A Multi-Domain Evaluation of Sequential Reasoning Under Depth Scaling

arXiv cs.AI · 2026-06-30 Cached

Introduces the Complexity Ceiling Benchmark (CCB) that evaluates LLM reasoning decay as the number of sequential steps increases across three domains. Finds a consistent geometric per-step decay and that all models collapse on transitive social logic within 5 steps, even with strong overall accuracy.

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