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Text Summarization on NYT (test)

49.18R1 ScoreORACLE
10.096820.243430.3940.5366Aug 22, 2019Mar 11, 2020Sep 30, 2020Apr 21, 2021Nov 9, 2021May 31, 2022Dec 20, 2022

Evaluation results

MethodLinks
ORACLEevaluation_protocol=limited-length ROUGE Recall, type=upper bound2019.0849.1833.2446.02
BERTSUMEXTABSevaluation_protocol=limited-length ROUGE Recall, type=abstractive, backbone=BERT2019.0849.0231.0245.55
BERTSUMABSevaluation_protocol=limited-length ROUGE Recall, type=abstractive, backbone=BERT2019.0848.9230.8445.41
BERTSUMEXTevaluation_protocol=limited-length ROUGE Recall, type=extractive, backbone=BERT2019.0846.6626.3542.62
PTGEN + COVevaluation_protocol=limited-length ROUGE Recall, type=abstractive2019.0843.7126.4—
DRMevaluation_protocol=limited-length ROUGE Recall, type=abstractive2019.0842.9426.02—
PTGENevaluation_protocol=limited-length ROUGE Recall, type=abstractive2019.0842.4725.61—
SUMOevaluation_protocol=limited-length ROUGE Recall, type=extractive2019.0842.322.738.6
COMPRESSevaluation_protocol=limited-length ROUGE Recall, type=extractive2019.0842.224.9—
TransformerEXTevaluation_protocol=limited-length ROUGE Recall, type=extractive, pre-trained=false2019.0841.9522.6838.51
LEAD-3evaluation_protocol=limited-length ROUGE Recall, type=baseline2019.0839.5820.1135.78
TransformerABSevaluation_protocol=limited-length ROUGE Recall, type=abstractive2019.0835.7517.2331.41
DIONYSUSModel Size=Large, Evaluation Protocol=Zero-shot, Strategy=Better ROUGE2022.1224.1415.4
PEGASUSModel Size=Large, Evaluation Protocol=Zero-shot2022.1223.73.213.2
DIONYSUSModel Size=Large, Evaluation Protocol=Zero-shot, Strategy=All G2022.1221.73.714.8
DIONYSUSModel Size=Large, Evaluation Protocol=Zero-shot, Strategy=All P2022.1219.82.712.9
GSG+Evaluation Protocol=Zero-shot2022.1217.12.412.9
T5v1.1Model Size=Large, Evaluation Protocol=Zero-shot2022.1211.61.48.7