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ResearchFormerly WizWand

Natural Language Understanding on GLUE (test) (CoLA, SST-2, MRPC, QQP, MNLI, QNLI, RTE)

0.5203CoLA ScoreIndividual

Evaluation results

Method	Links
Individual2026.04		0.5203	0.9197	0.777	0.8864	0.821	0.8794	0.6751	0.7827
Traditional MTL2026.04		0.5168	0.9106	0.7721	0.8699	0.7833	0.8627	0.6679	0.769
Auto-FlexSwitch+MSE2026.04		0.5119	0.9128	0.7745	0.8783	0.788	0.8699	0.6534	0.7698
Twin-merging2026.04		0.5084	0.9174	0.7743	0.8759	0.7829	0.8706	0.6531	0.7689
Auto-FlexSwitch+CKA2026.04		0.5075	0.9163	0.7768	0.8848	0.8011	0.8742	0.6534	0.7734
Auto-FlexSwitch+KL2026.04		0.5068	0.9151	0.7892	0.8812	0.79	0.873	0.6498	0.7722
Auto-Switch2026.04		0.495	0.9186	0.7549	0.8786	0.7845	0.8424	0.6531	0.761
EMR-merging2026.04		0.4891	0.9117	0.7525	0.8383	0.8053	0.8495	0.657	0.7576
AdaMerging++2026.04		0.2917	0.7546	0.6814	0.5426	0.5505	0.6442	0.6143	0.5828
Ties-Merging2026.04		0.2015	0.7489	0.674	0.6175	0.5534	0.6674	0.6534	0.588
RegMean2026.04		0.1947	0.8876	0.6887	0.8066	0.5008	0.6877	0.6245	0.6272
AdaMerging2026.04		0.1566	0.6823	0.6446	0.5221	0.5983	0.6189	0.617	0.5485
Task-Arithmetic2026.04		0.1516	0.7477	0.6446	0.6165	0.5662	0.6661	0.6426	0.5765
DF-Merge2026.04		0.1423	0.8165	0.6936	0.4668	0.5954	0.5394	0.6137	0.5525
DARE2026.04		0.1384	0.8177	0.6005	0.5375	0.6376	0.6438	0.6318	0.5725
Fisher Merging2026.04		0.098	0.7695	0.6446	0.6787	0.434	0.5843	0.6029	0.5446
Weight-Averaging2026.04		0.0352	0.7351	0.6299	0.6523	0.4077	0.5713	0.5993	0.5187
Pre-trained2026.04		-0.0454	0.492	0.625	0.622	0.3211	0.4939	0.5451	0.4362