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

98.6MNLI-mm

RING

Updated 4d ago

Evaluation Results

Method	Links
RING 2026.01		98.6	88.8	91.5	92.4	58.5	88.2	88.2	76.5	-
RENG 2026.01		97.6	90.2	90.5	92.6	62.2	89.2	88.1	75.2	-
NGD 2026.01		97.2	88.6	90.6	91.2	56.2	81.1	86.5	71	-
LoRA 2026.02		90.6	91.6	94.9	96.2	68.2	92.6	90.9	87.4	89
LoRA 2026.02		90.6	91.6	94.8	96.2	68.2	92.3	90.2	85.2	88.6
AdptP 2026.02		90.5	91.7	94.8	96.6	67.8	91.9	89.7	80.1	87.9
AdptH 2026.02		90.3	91.5	94.7	96.3	66.3	91.5	87.7	72.9	86.4
FT 2026.02		90.2	92.2	94.7	96.4	68	92.4	90.9	86.6	88.9
AdptP 2026.02		90.2	91.9	94.8	96.1	68.3	92.1	90.2	83.8	88.4
CRAFT 2026.02		90.2	89.7	94.7	96.2	67.7	91.4	90.2	84.2	88
AdptH 2026.02		89.9	92.1	94.7	96.2	66.5	91	88.7	83.4	87.8
FT 2026.02		87.6	91.9	92.8	94.8	63.6	91.2	90.2	78.7	86.4
R-Kalman 2026.01		87.5	86.1	90.8	90.9	59.5	89.8	88.2	74.6	-
LoRA 2026.02		87.5	90.8	93.3	95.1	63.4	91.5	89.7	86.6	87.2
AdptD 2026.02		87.3	90.6	93	94.7	62.6	90.3	88.4	75.9	85.4
AdptD 2026.02		87.1	90.2	93.1	94.2	60.8	89.7	88.5	71.5	84.4
CRAFT 2026.02		85.7	89	92	95.1	59	90.4	89.2	75.8	84.5
AdamW 2026.01		85.5	87.2	90	90.4	62	88.8	87.8	71.8	-
BitFit 2026.02		84.7	84	91.8	93.7	62	90.8	92.7	81.5	85.2
DC-Clip2 2026.02		83.5	86.92	86.47	92.78	80.57	85.6	77.45	58.14	81.43
SD-Clip2 2026.02		83.35	86.96	86.55	91.51	80.73	86.6	86.52	72.56	84.35
Clip2 2026.02		82.58	86.09	85.78	91.97	80.44	85.63	83.58	59.95	82
SD-Clip2 2026.02		82.5	84.47	87.59	92.78	81.4	85.6	84.31	54.51	81.65
DC-Clip2 2026.02		82.29	84.44	86.36	91.63	81.78	87.91	86.03	66.43	83.36
Clip2 2026.02		82.19	85.39	86.89	92.29	80.15	86.92	85.05	67.87	81.33
FADAS 2026.02		79.28	83.82	80.58	89.22	79.44	79.6	77.23	55.6	78.1