Crop disease diagnosis on Tomato 20 classes
76.1AccuracyAgent + internet KB
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Agent + internet KBReference budget (k)=8, KB configuration=internet KB, Backbone=Sonnet2026.05 | 76.1 | 23.9 | |
| Agent (no KB)Reference budget (k)=8, KB configuration=no KB, Backbone=Sonnet2026.05 | 67 | 14.8 | |
| Agent + internet KBReference budget (k)=4, KB configuration=internet KB, Backbone=Sonnet2026.05 | 64.8 | 12.5 | |
| Agent (no KB)Reference budget (k)=4, KB configuration=no KB, Backbone=Sonnet2026.05 | 61.4 | 9.1 | |
| Agent (no KB)Reference budget (k)=1, KB configuration=no KB, Backbone=Sonnet2026.05 | 54.5 | 2.3 | |
| Agent + internet KBReference budget (k)=1, KB configuration=internet KB, Backbone=Sonnet2026.05 | 54.5 | 2.3 | |
| Agent (no KB)Reference budget (k)=0, KB configuration=no KB, Backbone=Sonnet2026.05 | 52.3 | 0 | |
| Agent + internet KBReference budget (k)=0, KB configuration=internet KB, Backbone=Sonnet2026.05 | 52.3 | 0 |