Crop disease diagnosis on Corn 30 classes
60.2AccuracyAgent + internet KB
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Agent + internet KBReference budget (k)=4, KB configuration=internet KB, Backbone=Sonnet2026.05 | 60.2 | 18.2 | |
| Agent + internet KBReference budget (k)=8, KB configuration=internet KB, Backbone=Sonnet2026.05 | 60.2 | 18.2 | |
| Agent (no KB)Reference budget (k)=8, KB configuration=no KB, Backbone=Sonnet2026.05 | 52.3 | 10.2 | |
| Agent + internet KBReference budget (k)=1, KB configuration=internet KB, Backbone=Sonnet2026.05 | 52.3 | 10.2 | |
| Agent + internet KBReference budget (k)=0, KB configuration=internet KB, Backbone=Sonnet2026.05 | 51.1 | 9.1 | |
| Agent (no KB)Reference budget (k)=4, KB configuration=no KB, Backbone=Sonnet2026.05 | 46.6 | 4.5 | |
| Agent (no KB)Reference budget (k)=1, KB configuration=no KB, Backbone=Sonnet2026.05 | 43.2 | 1.1 | |
| Agent (no KB)Reference budget (k)=0, KB configuration=no KB, Backbone=Sonnet2026.05 | 42 | 0 |