Visual Web Navigation on VWA-910
58.3Success Rate (%)PANDO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PANDOBackbone=Claude Opus 4.6 planner + GPT-5.2 multimodal, Bootstrap resamples=1000, Random seed=422026.05 | 58.3 | 56.7 | — | — | |
| SGVBackbone=Gemini-2.5-Flash, Bootstrap resamples=1000, Random seed=422026.05 | 54 | 52.4 | 4.3 | 0.001 | |
| WALTBackbone=Claude-4-Sonnet with thinking, Bootstrap resamples=1000, Random seed=422026.05 | 45.2 | 43.6 | 13.1 | 10 | |
| GPT-5.2 (M) + SoM (Qwen)Bootstrap resamples=1000, Random seed=422026.05 | 38.4 | 36.8 | 19.9 | 10 |