ResearchBenchmarksDirect Question Answering on PISTOL (A_C)Follow77.3ROUGE-LNPO29.66842.03454.466.766Oct 20, 2025Evaluation ResultsMethodMethodLinksROUGE-LLLM Judge ScoreNPOVariant=Context-awareVariant=Context-aware2025.1077.30NPOVariant=VanillaVariant=Vanilla2025.1076.50RMUVariant=Context-awareVariant=Context-aware2025.1057.10UNDIALVariant=VanillaVariant=Vanilla2025.1048.50UNDIALVariant=Context-awareVariant=Context-aware2025.1047.20RMUVariant=VanillaVariant=Vanilla2025.1031.50