Sequential Decision-Making on Jericho ID (meta-train)
270.5Score (Detective)META-TTL
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| META-TTLArchitecture=GPT-5 (as Meta-Agent)2026.04 | 270.5 | 53.7 | 8.1 | 110.8 | 82 | 16 | 24 | 41 | |
| META-TTLArchitecture=GLM-5 (as Meta-Agent)2026.04 | 224 | 47.3 | 7.4 | 92.9 | 68 | 14 | 22 | 35 | |
| NaiveArchitecture=GLM-5 (as Meta-Agent)2026.04 | 122.7 | 39.2 | 3.7 | 55.2 | 37 | 11 | 10 | 19 | |
| META-TTLArchitecture=Gemini 3 Flash (as Meta-Agent)2026.04 | 115.6 | 43 | 7.2 | 55.3 | 33 | 13 | 22 | 23 | |
| NaiveArchitecture=GPT-5 (as Meta-Agent)2026.04 | 107.9 | 38.7 | 4.7 | 50.4 | 31 | 11 | 13 | 18 | |
| NaiveArchitecture=Gemini 3 Flash (as Meta-Agent)2026.04 | 104.9 | 40.8 | 4 | 49.9 | 29 | 12 | 11 | 17 | |
| Memory AgentArchitecture=Single-Agent Baselines2026.04 | 103.7 | 42.7 | 5 | 50.5 | 28 | 13 | 14 | 18 | |
| ReflexionArchitecture=Single-Agent Baselines2026.04 | 100.7 | 41.4 | 4.3 | 48.8 | 28 | 12 | 12 | 17 | |
| StaticArchitecture=Single-Agent Baselines2026.04 | 91.7 | 38.5 | 5 | 45.1 | 24 | 11 | 14 | 16 |