Independent reproduction and stress-tests show RPC's test-time aggregation reproduces its original grid but gains nothing significant on new domains, while LCF's logic editing is a real but weak signal that does not transfer.
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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing
Independent reproduction and stress-tests show RPC's test-time aggregation reproduces its original grid but gains nothing significant on new domains, while LCF's logic editing is a real but weak signal that does not transfer.