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Existence Recognition on Personalization Evaluation Benchmark
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87.3
Recall (Single)
ICPT
48.508
58.579
68.65
78.721
May 29, 2026
Recall (Single)
Recall (Multi)
Recall (Weight)
Updated 2d ago
Evaluation Results
Method
Method
Links
Recall (Single)
Recall (Multi)
Recall (Weight)
ICPT
Backbone=LLaVA-NeXT-7B
2026.05
87.3
85.9
86.8
MC-LLaVA
Backbone=LLaVA-NeXT-7B
2026.05
82.4
78.5
81.1
PLVM
Backbone=LLaVA-NeXT-7B
2026.05
79.4
71.9
76.9
PVIT
Backbone=LLaVA-NeXT-7B
2026.05
75.2
63.3
71.2
GPT-4o + ICL
Backbone=GPT-4o
2026.05
72.6
65.3
70.2
RAP
Backbone=LLaVA-NeXT-7B
2026.05
72.5
62.1
69
MyVLM
Backbone=LLaVA-NeXT-7B
2026.05
71.8
-
-
Yo’ LLaVA
Backbone=LLaVA-NeXT-7B
2026.05
70.9
64
68.6
PeKit
Backbone=LLaVA-NeXT-7B
2026.05
68.4
64.7
67.2
ICL
Backbone=LLaVA-NeXT-7B
2026.05
63.2
56
60.8
Vanilla
Backbone=LLaVA-NeXT-7B
2026.05
50
50
50
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