ResearchBenchmarksNamed Entity Recognition on Fin. NER (test)Named Entity Recognition on Fin. NER (test)Follow94.2F1 ScoreAlways-T488.89690.27391.6593.027Apr 26, 2026Evaluation resultsMethodMethodLinksF1 ScoreAlways-T4tier=T4tier=T42026.0494.2ROUTENLP2026.0493.8Hybrid LLM2026.0493.1RouteLLM2026.0492.9FrugalGPT2026.0492.8AutoMix2026.0491.7Always-T2tier=T2tier=T22026.0489.1