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Benchmarks
Recognition on Personalization Benchmark
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96.3
Single Score
ICPT
48.148
60.649
73.15
85.651
May 29, 2026
Single Score
Multi Score
Weight Score
Updated 2d ago
Evaluation Results
Method
Method
Links
Single Score
Multi Score
Weight Score
ICPT
LVLM=Qwen3VL-8B
2026.05
96.3
92.4
95
ICPT
LVLM=InternVL3-8B
2026.05
94.5
90.6
93.2
ICPT
LVLM=LLaVA-NeXT-34B
2026.05
91.3
88.5
90.4
PLVM
LVLM=Qwen3VL-8B
2026.05
82
73.5
79.2
PLVM
LVLM=LLaVA-NeXT-34B
2026.05
81.2
72.1
78.2
PLVM
LVLM=InternVL3-8B
2026.05
79.5
73
77.3
ICL
LVLM=Qwen3VL-8B
2026.05
77.5
74.3
76.4
ICL
LVLM=InternVL3-8B
2026.05
73.8
70.5
72.7
ICL
LVLM=LLaVA-NeXT-34B
2026.05
69.5
58.4
65.8
Vanilla
LVLM=LLaVA-NeXT-34B
2026.05
50
50
50
Vanilla
LVLM=InternVL3-8B
2026.05
50
50
50
Vanilla
LVLM=Qwen3VL-8B
2026.05
50
50
50
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