Web Agent on WebArena-Lite OOD
0.18Average Score (Reddit)META-TTL
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| META-TTLArchitecture=Gemini 3 Flash (as Meta-Agent), Zero-shot=true2026.04 | 0.18 | 0.47 | 0.33 | 0.19 | 0.49 | 0.34 | |
| NaiveArchitecture=GLM-5 (as Meta-Agent), Zero-shot=true2026.04 | 0.17 | 0.53 | 0.35 | 0.17 | 0.53 | 0.35 | |
| META-TTLArchitecture=GLM-5 (as Meta-Agent), Zero-shot=true2026.04 | 0.17 | 0.56 | 0.37 | 0.17 | 0.58 | 0.38 | |
| StaticArchitecture=Single-Agent Baselines, Zero-shot=true2026.04 | 0.16 | 0.46 | 0.31 | 0.16 | 0.47 | 0.32 | |
| ReflexionArchitecture=Single-Agent Baselines, Zero-shot=true2026.04 | 0.16 | 0.48 | 0.32 | 0.16 | 0.48 | 0.32 | |
| Memory AgentArchitecture=Single-Agent Baselines, Zero-shot=true2026.04 | 0.16 | 0.47 | 0.32 | 0.16 | 0.46 | 0.31 | |
| NaiveArchitecture=GPT-5 (as Meta-Agent), Zero-shot=true2026.04 | 0.16 | 0.45 | 0.3 | 0.16 | 0.44 | 0.3 | |
| META-TTLArchitecture=GPT-5 (as Meta-Agent), Zero-shot=true2026.04 | 0.16 | 0.48 | 0.32 | 0.16 | 0.49 | 0.33 | |
| NaiveArchitecture=Gemini 3 Flash (as Meta-Agent), Zero-shot=true2026.04 | 0.14 | 0.45 | 0.3 | 0.15 | 0.46 | 0.31 |