IRDS selects RLVR data via verifier-coupled SAE cluster coverage using greedy log-determinant maximization, reporting accuracy gains over baselines on math benchmarks.
Preprint, arXiv:2505.00624
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IRDS: Interpretable RLVR Data Selection via Verifier-Coupled Sparse Autoencoder Coverage
IRDS selects RLVR data via verifier-coupled SAE cluster coverage using greedy log-determinant maximization, reporting accuracy gains over baselines on math benchmarks.