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Identifying plausible explanations on WinoWhy

87.55AccuracyRoBERTa-Grande
38.56651.2836476.717May 24, 2023

Evaluation results

MethodLinks
RoBERTa-Grandeknowledge-augmented=true, plausibility annotations=with2023.0587.55
RoBERTaplausibility annotations=with2023.0575.04
QNLI-ATOMIC (N)knowledge-augmented=true, plausibility annotations=without2023.0573.47
LiPoRplausibility annotations=without2023.0569.88
ZS GPT-NEOsetting=zero-shot, plausibility annotations=without2023.0559.13
Previous Bestplausibility annotations=without2023.0556.37
Tuned BARTsetting=tuned, plausibility annotations=without2023.0555.32
ZS GPT3setting=zero-shot, plausibility annotations=without2023.0550.99
ZS BARTsetting=zero-shot, plausibility annotations=without2023.0545.69
KDDC-CSKG (N)knowledge-augmented=true, plausibility annotations=without2023.0544.05
KDDC-ATOMIC (N)knowledge-augmented=true, plausibility annotations=without2023.0542.44
KDDC-CWWV (N)knowledge-augmented=true, plausibility annotations=without2023.0540.45