Web Navigation on WebArena self-hosted websites
43.8Reddit SRDynaWeb-8B
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DynaWeb-8BBackbone=Llama-3.1-8B2026.01 | 43.8 | 28.7 | 17.8 | 31.5 | 33.2 | 31 | |
| WebRLTraining=Offline reinforcement learning, Backbone=Llama-3.1-8B2026.01 | 35.6 | 23.5 | 19.1 | 30.6 | 24.7 | 26.7 | |
| Go-BrowseTraining=Supervised fine-tuning (SFT)2026.01 | 30.7 | 15.3 | 17.9 | 25.3 | 22.4 | 22.3 | |
| ITLType=Inference-time lookahead, Backbone=Llama-3.1-8B2026.01 | 26.5 | 18 | 12.6 | 23.6 | 31.3 | 22.4 | |
| NNetNavTraining=Supervised fine-tuning (SFT)2026.01 | 16.4 | 8.7 | 11.4 | 16.7 | 25.9 | 15.8 | |
| GPT-4oType=Proprietary, Backbone=GPT-4o2026.01 | 10.5 | 10 | 20 | 20 | 11.1 | 14.3 | |
| Qwen2.5-32BBackbone=Qwen2.5-32B2026.01 | 10.5 | 20 | 19.2 | 19.2 | 17.8 | 17.3 | |
| Llama3.1-8B-Instruct CoTPrompting=Vanilla chain-of-thought, Backbone=Llama-3.1-8B-Instruct2026.01 | 0 | 3.3 | 3.3 | 2.9 | 11.1 | 4.1 |