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Natural Language Understanding on GLUE base (test dev)

71.73CoLA MCC

RefLoRA

Updated 1mo ago

Evaluation Results

Method	Links
RefLoRA 2025.05		71.73	95.99	91.42	92.03	92.28	89.7	90.23	90.41	94.4	88.09	89.52
AdaLoRA 2025.05		71.45	96.1	90.69	91.84	92.23	89.74	90.76	90.79	94.55	88.09	89.46
LoRA-Pro 2025.05		71.36	95.76	90.2	91.92	92.19	89.6	90.23	90.19	94.29	85.56	88.94
DoRA 2025.05		70.85	95.79	90.93	91.79	92.07	-	90.29	-	94.1	86.04	88.98
RefLoRA-S 2025.05		70.66	95.76	90.44	92.21	92.43	89.89	90.13	90.17	94.16	87.73	89.19
LoRA 2025.05		69.82	94.95	89.95	91.6	91.99	89.38	90.65	90.69	93.87	85.2	88.5
LoRA-RITE 2025.05		69.55	95.41	90.93	91.79	92.02	89.42	90.22	90.33	94.42	85.2	88.69
Full FT 2025.05		69.19	95.63	89.46	91.6	92.4	89.8	89.9	90.12	94.03	83.75	88.25
PAdapter 2025.05		68.77	95.61	89.46	91.54	92.04	89.4	90.33	90.39	94.29	85.2	88.41
HAdapter 2025.05		68.64	95.53	89.95	91.48	91.91	89.27	90.13	90.17	94.11	84.48	88.28
BitFit 2025.05		66.96	94.84	87.75	91.35	88.41	84.95	89.37	89.91	92.24	78.7	86.2