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Direct Question Answering on 5% (forget set)

36ROUGE-L ScoreNPO
2.7211.362028.64Oct 20, 2025

Evaluation results

MethodLinks
NPOModel=Gemma-2B-IT, Variant=Context-aware2025.103625
UNDIALModel=Gemma-2B-IT, Variant=Context-aware2025.103438
UNDIALModel=Gemma-2B-IT, Variant=Vanilla2025.103339
UNDIALModel=Qwen3-8B, Variant=Context-aware2025.103339
UNDIALModel=Qwen3-8B, Variant=Vanilla2025.103238
NPOModel=Gemma-2B-IT, Variant=Vanilla2025.103119
NPOModel=Qwen3-8B, Variant=Context-aware2025.102920
NPOModel=Qwen3-8B, Variant=Vanilla2025.102714
RMUModel=Gemma-2B-IT, Variant=Context-aware2025.10131
RMUModel=Qwen3-8B, Variant=Context-aware2025.10131
RMUModel=Qwen3-8B, Variant=Vanilla2025.10100
RMUModel=Gemma-2B-IT, Variant=Vanilla2025.1040