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Sentiment Classification on Multi-Domain Sentiment Dataset 2008 (test)

0.838Accuracy (A->D)Oracle-Gen
0.618560.675530.73250.78947May 4, 2023

Evaluation results

MethodLinks
Oracle-Gentype=Upper bound2023.050.8380.8840.8890.8360.8930.90.8490.8460.9070.8410.8220.890.866
ReMaskbackbone=RoBERTa-base, variant=Full model2023.050.7440.8530.7850.7820.8850.8890.810.8290.8970.8150.8340.8970.835
PERLadaptation=UDA2023.050.7290.8110.8360.8150.830.8690.8110.8170.8850.7790.7820.8610.819
DoCoGenbackbone=T52023.050.7060.7970.7980.7580.8280.8440.830.820.8930.8120.8220.8730.815
RM-RRadaptation=UDA2023.050.6950.8010.80.7230.810.8380.7960.7950.8840.7060.7910.8450.79
NoDAadaptation=none2023.050.6940.7860.7820.7230.8020.8240.810.7980.8760.7250.7860.8540.788
NoUnmaskvariant=ReMask ablation (no unmasking step)2023.050.6910.7720.7110.7850.7960.7890.7640.80.8340.6640.7410.820.764
2-ASMadaptation=UDA2023.050.6870.8180.7950.810.8830.8890.820.8440.9140.8070.8090.8810.829
3WOadaptation=UDA2023.050.6540.7840.8150.8030.810.80.8540.7560.8520.8420.80.8210.799
DoCoGen-Robbackbone=RoBERTa-base2023.050.6270.7390.7490.7690.8570.8770.8270.8210.9030.8190.830.8890.809
NoInitvariant=ReMask ablation (no initialization)2023.050.6270.7390.7490.7690.8570.8770.8270.8210.9030.8190.82950.8890.809
NOOTTvariant=ReMask ablation2023.050.6270.7390.7490.7690.8570.8270.8210.9030.8190.830.8890.8090.808