Reproduction of 'Take a Step Back' (Zheng et al., ICLR 2024) on Claude Haiku 4.5. Result: paper's +5.5 abs-pt effect collapses to +0.0 because Haiku saturates a 40-question physics benchmark at 100% on every strategy. 22 tests.
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Updated
May 12, 2026 - Python