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Instituto Superior T茅cnico & INESC-ID, Universidade de Lisboa, Portugal
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Claims that LLMs lack genuine reasoning based on the GSM-Symbolic benchmark are likely overstated, as many reported performance drops disappear under more rigorous statistical scrutiny and when controlling for dataset distributional shifts.