ResearchBenchmarksDetection of quotation errors on NealSmith FullFollow80.08SUP F1QPlus68.151271.248174.34577.4419Jun 7, 2026Evaluation ResultsMethodMethodLinksSUP F1CON F1NUL F1Macro-Avg F1QPlusStrategy=Zero-shotStrategy=Zero-shot2026.0680.0819.3314.8338.08DV3Strategy=3-shotStrategy=3-shot2026.0673.378.8932.4738.24QMaxStrategy=Zero-shotStrategy=Zero-shot2026.0671.1410.327.1836.2DR1Strategy=Zero-shotStrategy=Zero-shot2026.0669.3614.3520.5534.75DV3Strategy=Zero-shotStrategy=Zero-shot2026.0668.6111.2723.1534.34