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TabPFN-Rel not only tops the leaderboard on RelArena-$\alpha$ but also challenges the notion that specialized architectures are always superior to flattened relational databases.
Alignment tuning installs distinct bias directions in LLMs, allowing for targeted debiasing that recovers unbiased answers while maintaining performance.