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Task-oriented Dialogue on FewShotSGD seen schemata (test)

29.28BLEUFull Data Baseline
20.315222.642624.9727.2974Oct 16, 2021

Evaluation results

MethodLinks
Full Data BaselineTrain split=164,9782021.1029.281.12
BLEURT self-trainingPseudo-response selection strategy=BLEURT, Train split=40-shot (4,312)2021.1027.482.37
Vanilla self-trainingPseudo-response selection strategy=Vanilla, Train split=40-shot (4,312)2021.1026.655
BLEURT self-trainingPseudo-response selection strategy=BLEURT, Train split=20-shot (2,140)2021.1026.633.33
T5-smallPseudo-response selection strategy=None, Train split=40-shot (4,312)2021.1025.727.6
BLEURT self-trainingPseudo-response selection strategy=BLEURT, Train split=10-shot (1,075)2021.1025.634.29
BLEURT self-trainingPseudo-response selection strategy=BLEURT, Train split=5-shot (558)2021.1025.224.78
Vanilla self-trainingPseudo-response selection strategy=Vanilla, Train split=10-shot (1,075)2021.1023.517.9
Vanilla self-trainingPseudo-response selection strategy=Vanilla, Train split=20-shot (2,140)2021.1023.1914.92
Vanilla self-trainingPseudo-response selection strategy=Vanilla, Train split=5-shot (558)2021.1023.0315.15
T5-smallPseudo-response selection strategy=None, Train split=20-shot (2,140)2021.1022.8416.74
T5-smallPseudo-response selection strategy=None, Train split=10-shot (1,075)2021.1021.4521.64
T5-smallPseudo-response selection strategy=None, Train split=5-shot (558)2021.1020.6622.84