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ResearchFormerly WizWand

Natural Language Understanding on GLUE base (test dev)

71.73CoLA MCCRefLoRA

Evaluation results

Method	Links
RefLoRA2025.05		71.73	95.99	91.42	92.03	92.28	89.7	90.23	90.41	94.4	88.09	89.52
AdaLoRA2025.05		71.45	96.1	90.69	91.84	92.23	89.74	90.76	90.79	94.55	88.09	89.46
LoRA-Pro2025.05		71.36	95.76	90.2	91.92	92.19	89.6	90.23	90.19	94.29	85.56	88.94
DoRA2025.05		70.85	95.79	90.93	91.79	92.07	—	90.29	—	94.1	86.04	88.98
RefLoRA-S2025.05		70.66	95.76	90.44	92.21	92.43	89.89	90.13	90.17	94.16	87.73	89.19
LoRA2025.05		69.82	94.95	89.95	91.6	91.99	89.38	90.65	90.69	93.87	85.2	88.5
LoRA-RITE2025.05		69.55	95.41	90.93	91.79	92.02	89.42	90.22	90.33	94.42	85.2	88.69
Full FT2025.05		69.19	95.63	89.46	91.6	92.4	89.8	89.9	90.12	94.03	83.75	88.25
PAdapter2025.05		68.77	95.61	89.46	91.54	92.04	89.4	90.33	90.39	94.29	85.2	88.41
HAdapter2025.05		68.64	95.53	89.95	91.48	91.91	89.27	90.13	90.17	94.11	84.48	88.28
BitFit2025.05		66.96	94.84	87.75	91.35	88.41	84.95	89.37	89.91	92.24	78.7	86.2