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Visual Concept Extraction on LLaVA-NeXT COCO 8B-HF
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79
VCE Rate (CLIP)
Multidata_SAE
12.44
29.72
47
64.28
Jun 19, 2026
VCE Rate (CLIP)
VCE Rate (ALIGN)
Updated 1mo ago
Evaluation Results
Method
Method
Links
VCE Rate (CLIP)
VCE Rate (ALIGN)
Multidata_SAE
Thresh=5
2026.06
79
80
Multidata_SAE
Thresh=4
2026.06
75
74
Multidata_SAE
Thresh=3
2026.06
69
69
Multidata_SAE
Thresh=Avg
2026.06
65.8
67
Multidata_SAE
Thresh=2
2026.06
61
65
Multidata_SAE
Thresh=1
2026.06
45
47
Zhang et al.
Thresh=5
2026.06
31
27
Zhang et al.
Thresh=4
2026.06
29
26
Zhang et al.
Thresh=3
2026.06
26
24
Zhang et al.
Thresh=Avg
2026.06
24.6
22
Zhang et al.
Thresh=2
2026.06
22
20
Zhang et al.
Thresh=1
2026.06
15
13
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