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ResearchFormerly WizWand

Paraphrase Identification on QQP (few-shot zero-shot)

74AccuracyRETROPROMPT
29.90441.35252.864.248May 29, 2022
Updated 8mo ago

Evaluation results

MethodLinks
RETROPROMPTshots=162022.0574
KPTshots=16, extra_knowledge=true2022.0571.6
LM-BFFshots=16, demonstration_type=discrete2022.0568.2
RETROPROMPTshots=42022.0566.1
LM-BFFshots=16, demonstration_type=manual2022.0565.4
LM-BFFshots=4, demonstration_type=discrete2022.0563.2
Fine-Tuningshots=162022.0560.7
RETROPROMPTshots=02022.0556.7
LOTClassshots=0, training_on_unlabeled=true2022.0555.9
KPTshots=4, extra_knowledge=true2022.0554.9
Fine-Tuningshots=42022.0552.8
LM-BFFshots=0, demonstration_type=manual2022.0549.7
LM-BFFshots=4, demonstration_type=manual2022.0548
KPTshots=0, extra_knowledge=true2022.0547.5
LM-BFFshots=0, demonstration_type=discrete2022.0544
Fine-Tuningshots=02022.0531.6