SOURCE_AUDIT.md

Source audit

• Paper: arXiv 2605.30447.
• OpenReview: STcIzNrUBB.
• Official implementation and result CSVs: Advueu963/Calibrated_Preference_Learning at dc0b53324cfc98625517f6e7cdeb5c65a77b89a6.
• RewardBench2 score files: allenai/reward-bench-2-results at b19c7033e964187d12e74a43a07f2d727a3d37e5.

The current paper source labels the rankwise-but-neither counterexample as Table 2 and the top-1-not-full-rank counterexample as Table 3. The second registered claim is correct in substance but points to Table 2 for a result demonstrated by Table 3.

The empirical audit does not retrain ranking models. It independently recomputes RewardBench2 top-1 ECE and correlations from all available immutable score files, and separately aggregates the official five-fold label-ranking result CSVs.