ResearchBenchmarksTopic Classification on AgNews (Accuracy)Topic Classification on AgNews (Accuracy)Follow91.42AccuracyFull RAG80.03282.988585.94588.9015Feb 23, 2026Evaluation resultsMethodMethodLinksAccuracyFull RAG2026.0291.42Full RAGModel=Llama-3-8B-InstructModel=Llama-3-8B-Instruct2026.0290.92UCPOFModel=Llama-3-8B-InstructModel=Llama-3-8B-Instruct2026.0290.8UCPOF2026.0289.99gold shot2026.0284.9baseline2026.0282.42gold shotModel=Llama-3-8B-InstructModel=Llama-3-8B-Instruct2026.0282.24baselineModel=Llama-3-8B-InstructModel=Llama-3-8B-Instruct2026.0280.47