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Stance Detection on Multi-domain Stance Detection Suite (Out-of-domain)

0.5941F1 AverageTESTED (Our Model)
0.3171480.3890490.460950.532851Jun 1, 2023

Evaluation results

MethodLinks
TESTED (Our Model)Sampling strategy=Topic-based, Contrastive training objective=Included, Evaluation protocol=Leave-one-dataset-out2023.060.59410.5080.57950.78950.55620.55230.8080.72510.6170.55490.39440.40540.46280.42770.72070.86190.5433
TESTED (w/o Contrastive Loss)Sampling strategy=Topic-based, Contrastive training objective=Removed, Evaluation protocol=Leave-one-dataset-out2023.060.54630.47960.50090.76510.47490.51930.75220.68690.56530.49470.33950.37960.4410.39560.63090.83590.4803
TESTED (Stratified Sampling variant)Sampling strategy=Stratified, Contrastive training objective=Included, Evaluation protocol=Leave-one-dataset-out2023.060.50380.38470.46540.69750.55340.51370.68250.59410.51640.48240.28040.29690.34970.38130.63830.8320.4406
MoLE w/ Weak MappingMapping strategy=Weak Mapping, Evaluation protocol=Leave-one-dataset-out2023.060.4920.51810.38970.58480.47230.53960.82070.51570.56970.40130.51290.36310.31750.22750.50710.75690.3715
MoLE w/ Soft MappingMapping strategy=Soft Mapping, Evaluation protocol=Leave-one-dataset-out2023.060.46560.48310.32210.62730.54190.51970.46860.57310.53580.37880.44460.36770.28920.28970.57780.72110.3096
MoLE w/ Hard MappingMapping strategy=Hard Mapping, Evaluation protocol=Leave-one-dataset-out2023.060.32780.25290.35150.29550.2280.16130.58490.47050.29280.23340.32930.37010.21850.1610.34160.72930.2289