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Summarization on CNN (ROUGE-1 F)

42.2ROUGE-1 F-ScoreCriSPO
30.2433.34536.4539.555Oct 3, 2024

Evaluation results

MethodLinks
CriSPOLLM=Claude3 Sonnet, Few-shot setting=0-shot2024.1042.2
CriSPOLLM=Claude Instant, Few-shot setting=3-shot2024.1042.1
CriSPOLLM=Claude3 Sonnet, Few-shot setting=3-shot2024.1041.6
CriSPOLLM=Llama3 8B, Few-shot setting=0-shot, Optimizer=Claude-32024.1041.5
ManualLLM=Claude Instant, Few-shot setting=3-shot2024.1040.4
ManualLLM=Claude3 Sonnet, Few-shot setting=3-shot2024.1040.3
CriSPOLLM=Claude Instant, Few-shot setting=0-shot2024.1040.1
OPROLLM=Claude3 Sonnet, Few-shot setting=0-shot2024.1039.7
OPROLLM=Claude Instant, Few-shot setting=0-shot2024.1039.5
OPROLLM=Llama3 8B, Few-shot setting=0-shot, Optimizer=Claude-32024.1039.1
ManualLLM=Claude3 Sonnet, Few-shot setting=0-shot2024.1038.8
CriSPOLLM=Mistral 7B, Few-shot setting=0-shot2024.1038.5
CriSPOLLM=Mistral 7B, Few-shot setting=3-shot2024.1038.5
ManualLLM=Llama3 8B, Few-shot setting=0-shot2024.1037.9
ManualLLM=Claude Instant, Few-shot setting=0-shot2024.1037.5
OPROLLM=Mistral 7B, Few-shot setting=0-shot2024.1036.5
ManualLLM=Mistral 7B, Few-shot setting=0-shot2024.1030.9
ManualLLM=Mistral 7B, Few-shot setting=3-shot2024.1030.7