Existence Recognition on Personalization Evaluation Benchmark
87.3Recall (Single)ICPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ICPTBackbone=LLaVA-NeXT-7B2026.05 | 87.3 | 85.9 | 86.8 | |
| MC-LLaVABackbone=LLaVA-NeXT-7B2026.05 | 82.4 | 78.5 | 81.1 | |
| PLVMBackbone=LLaVA-NeXT-7B2026.05 | 79.4 | 71.9 | 76.9 | |
| PVITBackbone=LLaVA-NeXT-7B2026.05 | 75.2 | 63.3 | 71.2 | |
| GPT-4o + ICLBackbone=GPT-4o2026.05 | 72.6 | 65.3 | 70.2 | |
| RAPBackbone=LLaVA-NeXT-7B2026.05 | 72.5 | 62.1 | 69 | |
| MyVLMBackbone=LLaVA-NeXT-7B2026.05 | 71.8 | — | — | |
| Yo’ LLaVABackbone=LLaVA-NeXT-7B2026.05 | 70.9 | 64 | 68.6 | |
| PeKitBackbone=LLaVA-NeXT-7B2026.05 | 68.4 | 64.7 | 67.2 | |
| ICLBackbone=LLaVA-NeXT-7B2026.05 | 63.2 | 56 | 60.8 | |
| VanillaBackbone=LLaVA-NeXT-7B2026.05 | 50 | 50 | 50 |