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ResearchFormerly WizWand

Domain Mixture Recovery on Average (SNLI, AGNews, Yelp, Yahoo)

0.005Average MSETIES
00.033750.06750.10125Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
TIESModel Architecture=BERT, Method Category=Supervised 2-Layer MLP2026.070.005
LERPModel Architecture=BERT, Method Category=Supervised 2-Layer MLP2026.070.006
Sample-level MIModel Architecture=BERT, Method Category=Baselines2026.070.007
LERPModel Architecture=BERT, Method Category=Unsupervised Softmax2026.070.013
TIESModel Architecture=BERT, Method Category=Unsupervised Softmax2026.070.013
Real TrajectoryModel Architecture=BERT, Method Category=Supervised 2-Layer MLP2026.070.014
LERPModel Architecture=GPT-2-Small, Method Category=Supervised 2-Layer MLP2026.070.023
TIESModel Architecture=GPT-2-Small, Method Category=Supervised 2-Layer MLP2026.070.025
Real TrajectoryModel Architecture=GPT-2-Small, Method Category=Supervised 2-Layer MLP2026.070.03
SLERPModel Architecture=BERT, Method Category=Unsupervised Softmax2026.070.032
TIESModel Architecture=GPT-2-Small, Method Category=Unsupervised Softmax2026.070.032
SLERPModel Architecture=BERT, Method Category=Supervised 2-Layer MLP2026.070.034
LERPModel Architecture=GPT-2-Small, Method Category=Unsupervised Softmax2026.070.035
Centroid GuessModel Architecture=BERT, Method Category=Baselines2026.070.04
Centroid GuessModel Architecture=GPT-2-Small, Method Category=Baselines2026.070.04
Sample-level MIModel Architecture=GPT-2-Small, Method Category=Baselines2026.070.042
Real TrajectoryModel Architecture=GPT-2-Small, Method Category=Unsupervised Softmax2026.070.048
SLERPModel Architecture=GPT-2-Small, Method Category=Supervised 2-Layer MLP2026.070.055
Random GuessModel Architecture=BERT, Method Category=Baselines2026.070.079
Random GuessModel Architecture=GPT-2-Small, Method Category=Baselines2026.070.079
Real TrajectoryModel Architecture=BERT, Method Category=Unsupervised Softmax2026.070.097
SLERPModel Architecture=GPT-2-Small, Method Category=Unsupervised Softmax2026.070.13