Object Identification on Personal-VCL-Bench Objects
82.52AccuracyAgentic Context Bank
Evaluation Results
| Method | Links | |
|---|---|---|
| Agentic Context BankContext regime=Ours, Backbone=Gemma-4-31B2026.05 | 82.52 | |
| Language-ctx (kmax)Context regime=Language-ctx (kmax), Backbone=Gemma-4-31B2026.05 | 78.75 | |
| Visual-ctx (kmax)Context regime=Visual-ctx (kmax), Backbone=Gemma-4-31B2026.05 | 75.34 | |
| No-contextContext regime=No-context, Backbone=Gemma-4-31B2026.05 | 51.08 |