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Rigid reward clipping throws away valuable information just beyond the boundary, but a simple stochastic rescue of these signals can substantially boost RLVR performance.
LLM benchmarks are riddled with hidden flaws that even human experts miss, but can be caught with an automated LLM auditor for under $15 per benchmark.
