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Sentiment Classification on SST-5

70.67Accuracy

LS

Updated 6d ago

Evaluation Results

Method	Links
LS 2022.10		70.67	73.5	5.55	22.53	63.95
I-Iter 2022.10		70.67	33.17	38.49	60.59	18.13
Vanilla 2022.10		69.73	82.78	13.52	12.3	71.72
TS 2022.10		69.73	71.98	4.94	23.01	60.69
E-MLP 2022.10		69.73	84.06	14.73	16.04	84.28
E-T5 2022.10		69.73	35.23	38.72	57.7	18.95
I-Simul 2022.10		69.54	31.45	38.26	61.73	15.88
Ensemble 2022.10		69.35	83	13.66	12.13	72
I-Vanilla 2022.10		68.23	32.7	38.85	58.35	13.49
EDA 2022.10		67.67	87.58	20.2	7.97	78.27
BOOSTAUG 2022.10		57.78	-	-	-	-
Vanilla 2022.10		56.59	-	-	-	-
Vanilla 2022.10		56.47	-	-	-	-
Vanilla 2022.10		53.53	-	-	-	-
FastGAS 2024.06		50.26	-	-	-	-
Llama3.2-1B 2025.05		49.55	-	-	-	-
Vanilla IPA 2026.03		47.5	-	-	-	-
EPR + IDAICL 2024.06		47.2	-	-	-	-
FastGAS 2024.06		46.61	-	-	-	-
Original TextCNN 2026.05		45.48	-	-	-	-
Vanilla 2022.10		45.29	-	-	-	-
SEETOK 2025.10		44.4	-	-	-	-
EPR + IDAICL 2024.06		43.9	-	-	-	-
Tailored TextCNN 2026.05		43.48	-	-	-	-
Stiefel LowRank-LR 2026.03		43.2	-	-	-	-
MetaICL + IDAICL 2024.06		42.6	-	-	-	-
Coordinate LowRank-LR 2026.03		42.6	-	-	-	-
Ours 2026.05		41.9	-	-	-	-
Channel ICL + IDAICL 2024.06		41.8	-	-	-	-
Conv SNN + FT 2026.05		41.63	-	-	-	-
Conv SNN 2026.05		41.4	-	-	-	-
IDAICL 2024.06		41.1	-	-	-	-
Gaussian LowRank-LR 2026.03		41.1	-	-	-	-
Vanilla LR 2026.03		40.8	-	-	-	-
IDAICL 2024.06		40.1	-	-	-	-
IDAICL 2024.06		39.6	-	-	-	-
IDAICL 2024.06		38.3	-	-	-	-
PICL 2023.05		38	-	-	-	-
PICL 2023.05		35.7	-	-	-	-
Zero-shot 2026.03		35.5	-	-	-	-
MetaICL 2023.05		34.6	-	-	-	-
MetaICL 2023.05		32.8	-	-	-	-
VanillaICL 2023.05		32.4	-	-	-	-
VanillaICL 2023.05		32.1	-	-	-	-
Qwen2.5-VL 3B 2025.10		28.8	-	-	-	-
Qwen2.5-VL 3B 2025.10		25.21	-	-	-	-
Directly-trained SNN 2026.05		23.08	-	-	-	-
LWF 2025.05		2.83	-	-	-	-
LWF 2025.05		2.54	-	-	-	-
LWF 2025.05		2.1	-	-	-	-
LWF 2025.05		2.1	-	-	-	-
LWF 2025.05		1.27	-	-	-	-