Concept Extraction Evaluation on 4 classification datasets average benchmark leaderboard · SOTA2 Research

Concept Extraction Evaluation on 4 classification datasets average

99.8RAccICA

Evaluation Results

Method	Links
ICA2025.06		99.8	2.42	0.0073	100
HI-Concept2025.06		99.66	33.83	0.203	41.19
ICA2025.06		99.52	2.48	0.0137	100
ICA2025.06		99.5	3.08	0.0119	100
HI-Concept2025.06		99.47	16.78	0.1089	44.38
HI-Concept2025.06		99.44	26.19	0.0624	59.11
HI-Concept2025.06		99.4	16.81	0.141	46.77
HI-Concept2025.06		99.33	29.66	0.1799	39.16
ICA2025.06		99.29	2.91	0.0175	100
ICA2025.06		99.14	3.62	0.0169	100
HI-Concept2025.06		98.98	16.36	0.0688	61.83
SAE2025.06		98.47	3.43	0.259	29.19
ClassifSAE2025.06		98.35	13.96	0.3521	9.38
HI-Concept2025.06		98.26	7.3	0.103	61.33
SAE2025.06		98.08	4.28	0.2207	20.78
ConceptSHAP2025.06		98.03	0.53	0.2135	36.7
ClassifSAE2025.06		97.745	9.86	0.4512	9.53
SAE2025.06		97.39	2.04	0.3138	20.39
ClassifSAE2025.06		97.06	12.03	0.4657	9.66
ClassifSAE2025.06		96.99	14.48	0.3781	8.1
ICA2025.06		96.74	3.54	0.0561	100
ConceptSHAP2025.06		96.5	6.63	0.2455	37.59
ClassifSAE2025.06		96.35	17.56	0.3728	10.13
ConceptSHAP2025.06		96.14	2.89	0.2631	32.42
ConceptSHAP2025.06		95.98	4.01	0.1948	37.17
ClassifSAE2025.06		95.94	14.92	0.3994	8.48
ClassifSAE2025.06		95.93	11.3	0.4196	9.85
SAE2025.06		95.54	1.98	0.2742	18.4
SAE2025.06		94.46	8.97	0.1498	35.49
ConceptSHAP2025.06		94.05	3.94	0.2703	31.67
ICA2025.06		93.57	3.74	0.0443	100
ConceptSHAP2025.06		93.5	3.47	0.3694	22.52
SAE2025.06		91.27	11.6	0.0578	44.6
ConceptSHAP2025.06		89.16	2.38	0.3895	25.12
SAE2025.06		88.9	16.03	0.065	41.9