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Concept Extraction Evaluation on 4 classification datasets average

99.8RAcc

ICA

Updated 4d ago

Evaluation Results

Method	Links
ICA 2025.06		99.8	2.42	0.0073	100
HI-Concept 2025.06		99.66	33.83	0.203	41.19
ICA 2025.06		99.52	2.48	0.0137	100
ICA 2025.06		99.5	3.08	0.0119	100
HI-Concept 2025.06		99.47	16.78	0.1089	44.38
HI-Concept 2025.06		99.44	26.19	0.0624	59.11
HI-Concept 2025.06		99.4	16.81	0.141	46.77
HI-Concept 2025.06		99.33	29.66	0.1799	39.16
ICA 2025.06		99.29	2.91	0.0175	100
ICA 2025.06		99.14	3.62	0.0169	100
HI-Concept 2025.06		98.98	16.36	0.0688	61.83
SAE 2025.06		98.47	3.43	0.259	29.19
ClassifSAE 2025.06		98.35	13.96	0.3521	9.38
HI-Concept 2025.06		98.26	7.3	0.103	61.33
SAE 2025.06		98.08	4.28	0.2207	20.78
ConceptSHAP 2025.06		98.03	0.53	0.2135	36.7
ClassifSAE 2025.06		97.745	9.86	0.4512	9.53
SAE 2025.06		97.39	2.04	0.3138	20.39
ClassifSAE 2025.06		97.06	12.03	0.4657	9.66
ClassifSAE 2025.06		96.99	14.48	0.3781	8.1
ICA 2025.06		96.74	3.54	0.0561	100
ConceptSHAP 2025.06		96.5	6.63	0.2455	37.59
ClassifSAE 2025.06		96.35	17.56	0.3728	10.13
ConceptSHAP 2025.06		96.14	2.89	0.2631	32.42
ConceptSHAP 2025.06		95.98	4.01	0.1948	37.17
ClassifSAE 2025.06		95.94	14.92	0.3994	8.48
ClassifSAE 2025.06		95.93	11.3	0.4196	9.85
SAE 2025.06		95.54	1.98	0.2742	18.4
SAE 2025.06		94.46	8.97	0.1498	35.49
ConceptSHAP 2025.06		94.05	3.94	0.2703	31.67
ICA 2025.06		93.57	3.74	0.0443	100
ConceptSHAP 2025.06		93.5	3.47	0.3694	22.52
SAE 2025.06		91.27	11.6	0.0578	44.6
ConceptSHAP 2025.06		89.16	2.38	0.3895	25.12
SAE 2025.06		88.9	16.03	0.065	41.9