Crop disease diagnosis on Soybean 25 classes
48.6AccuracyAgent + internet KB
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Agent + internet KBReference budget (k)=4, KB configuration=internet KB, Backbone=Sonnet2026.05 | 48.6 | 17.6 | |
| Agent + internet KBReference budget (k)=8, KB configuration=internet KB, Backbone=Sonnet2026.05 | 48.6 | 17.6 | |
| Agent (no KB)Reference budget (k)=8, KB configuration=no KB, Backbone=Sonnet2026.05 | 45.9 | 14.9 | |
| Agent + internet KBReference budget (k)=0, KB configuration=internet KB, Backbone=Sonnet2026.05 | 45.2 | 14.1 | |
| Agent + internet KBReference budget (k)=1, KB configuration=internet KB, Backbone=Sonnet2026.05 | 41.9 | 10.8 | |
| Agent (no KB)Reference budget (k)=1, KB configuration=no KB, Backbone=Sonnet2026.05 | 40.5 | 9.5 | |
| Agent (no KB)Reference budget (k)=4, KB configuration=no KB, Backbone=Sonnet2026.05 | 37.8 | 6.8 | |
| Agent (no KB)Reference budget (k)=0, KB configuration=no KB, Backbone=Sonnet2026.05 | 31.1 | 0 |