ResearchBenchmarksDirect Verifier Evaluation on Phase 2 (test)Direct Verifier Evaluation on Phase 2 (test)Follow15Actual AccuracyLLM-only13.9614.2314.514.77May 13, 2026Evaluation resultsMethodMethodLinksActual AccuracyStale AccuracyCross-conversation AccuracyCounterfactual AccuracyStale + Counterfactual Pooled AccuracyLLM-only2026.051514101024TRk=5k=52026.051514101024TRk=20k=202026.051515101025Verifier2026.051415101025