Sequential Attribution on Multi-Agent Interaction Dataset
93.9IoUImplicit Execution Tracing (WM)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Implicit Execution Tracing (WM)Number of Agents=5, Topology=Chain2026.03 | 93.9 | 95 | 100 | |
| Implicit Execution Tracing (WM)Number of Agents=6, Topology=Chain2026.03 | 93.9 | 94.4 | 100 | |
| Implicit Execution Tracing (WM)Number of Agents=4, Topology=Chain2026.03 | 93.8 | 95.4 | 100 | |
| Implicit Execution Tracing (WM)Number of Agents=4, Topology=Tree2026.03 | 93.6 | 95.7 | 100 | |
| Implicit Execution Tracing (WM)Number of Agents=4, Topology=Star-Pure2026.03 | 93.4 | 95.1 | 100 | |
| Implicit Execution Tracing (WM)Number of Agents=5, Topology=Tree2026.03 | 93.3 | 95.3 | 100 | |
| Implicit Execution Tracing (WM)Number of Agents=5, Topology=Star-Pure2026.03 | 93.2 | 94.8 | 100 | |
| Implicit Execution Tracing (WM)Number of Agents=6, Topology=Tree2026.03 | 93.2 | 94.9 | 100 | |
| Implicit Execution Tracing (WM)Number of Agents=6, Topology=Star-Pure2026.03 | 92.9 | 94.17 | 100 | |
| RecursiveNumber of Agents=4, Topology=Star-Pure2026.03 | 55.6 | 70.6 | — | |
| RecursiveNumber of Agents=4, Topology=Tree2026.03 | 52.9 | 68.6 | — | |
| RecursiveNumber of Agents=5, Topology=Star-Pure2026.03 | 48.9 | 65.2 | — | |
| RecursiveNumber of Agents=5, Topology=Tree2026.03 | 48.3 | 64.2 | — | |
| RecursiveNumber of Agents=6, Topology=Tree2026.03 | 45.8 | 63.2 | — | |
| RecursiveNumber of Agents=4, Topology=Chain2026.03 | 45.1 | 60.6 | — | |
| Random-UnitNumber of Agents=4, Topology=Chain2026.03 | 43.5 | 58.9 | — | |
| RecursiveNumber of Agents=6, Topology=Star-Pure2026.03 | 43 | 60.8 | — | |
| Random-UnitNumber of Agents=4, Topology=Star-Pure2026.03 | 42.4 | 58.3 | — | |
| Random (token)Number of Agents=4, Topology=Tree2026.03 | 42.3 | 58.2 | — | |
| Random-UnitNumber of Agents=4, Topology=Tree2026.03 | 42 | 57.3 | — | |
| TextTilingNumber of Agents=4, Topology=Chain2026.03 | 41.4 | 56.8 | — | |
| TextTilingNumber of Agents=4, Topology=Tree2026.03 | 40.2 | 54 | — | |
| Random-UnitNumber of Agents=5, Topology=Tree2026.03 | 39.8 | 50.7 | — | |
| Random (token)Number of Agents=4, Topology=Chain2026.03 | 39.7 | 55.4 | — | |
| TextTilingNumber of Agents=5, Topology=Tree2026.03 | 39.7 | 47.1 | — | |
| TextTilingNumber of Agents=4, Topology=Star-Pure2026.03 | 39 | 51.3 | — | |
| Random (token)Number of Agents=4, Topology=Star-Pure2026.03 | 38.7 | 55.5 | — | |
| RecursiveNumber of Agents=5, Topology=Chain2026.03 | 38.5 | 54.6 | — | |
| Random (token)Number of Agents=5, Topology=Tree2026.03 | 37.6 | 52.7 | — | |
| TextTilingNumber of Agents=6, Topology=Tree2026.03 | 37.4 | 46.8 | — | |
| Random-UnitNumber of Agents=5, Topology=Chain2026.03 | 37 | 52.4 | — | |
| TextTilingNumber of Agents=5, Topology=Star-Pure2026.03 | 36.4 | 47.4 | — | |
| Random (token)Number of Agents=5, Topology=Chain2026.03 | 35.6 | 51.8 | — | |
| Random-UnitNumber of Agents=5, Topology=Star-Pure2026.03 | 35.3 | 52.5 | — | |
| Random-UnitNumber of Agents=6, Topology=Chain2026.03 | 34.7 | 46.9 | — | |
| TextTilingNumber of Agents=6, Topology=Star-Pure2026.03 | 34.7 | 42.8 | — | |
| Semantic-BoWNumber of Agents=4, Topology=Chain2026.03 | 34.6 | 51.7 | — | |
| Random (token)Number of Agents=5, Topology=Star-Pure2026.03 | 34.3 | 49.4 | — | |
| TextTilingNumber of Agents=5, Topology=Chain2026.03 | 33.5 | 49.8 | — | |
| Random (token)Number of Agents=6, Topology=Chain2026.03 | 33.3 | 47.7 | — | |
| Random-UnitNumber of Agents=6, Topology=Tree2026.03 | 33.3 | 45.9 | — | |
| Semantic-BoWNumber of Agents=4, Topology=Tree2026.03 | 32.9 | 50.6 | — | |
| Random-UnitNumber of Agents=6, Topology=Star-Pure2026.03 | 31.6 | 46 | — | |
| Semantic-BoWNumber of Agents=5, Topology=Chain2026.03 | 31.5 | 46.5 | — | |
| Random (token)Number of Agents=6, Topology=Tree2026.03 | 31.3 | 45 | — | |
| Random (token)Number of Agents=6, Topology=Star-Pure2026.03 | 30.6 | 45.3 | — | |
| RecursiveNumber of Agents=6, Topology=Chain2026.03 | 30.6 | 44.8 | — | |
| Semantic-BoWNumber of Agents=4, Topology=Star-Pure2026.03 | 30.5 | 45.7 | — | |
| Semantic-BoWNumber of Agents=5, Topology=Tree2026.03 | 30.4 | 46.9 | — | |
| TextTilingNumber of Agents=6, Topology=Chain2026.03 | 29.1 | 40.6 | — | |
| Semantic-BoWNumber of Agents=6, Topology=Tree2026.03 | 28.1 | 40.9 | — | |
| Semantic-BoWNumber of Agents=5, Topology=Star-Pure2026.03 | 26.7 | 44.2 | — | |
| Semantic-BoWNumber of Agents=6, Topology=Chain2026.03 | 26.2 | 38 | — | |
| Semantic-BoWNumber of Agents=6, Topology=Star-Pure2026.03 | 24.7 | 35.4 | — | |
| DeepSeekNumber of Agents=4, Topology=Tree2026.03 | 17.8 | 29.7 | — | |
| DeepSeekNumber of Agents=4, Topology=Star-Pure2026.03 | 17.5 | 29.2 | — | |
| ChatGPTNumber of Agents=4, Topology=Tree2026.03 | 17.1 | 28.7 | — | |
| ChatGPTNumber of Agents=4, Topology=Chain2026.03 | 16.8 | 28.3 | — | |
| ChatGPTNumber of Agents=4, Topology=Star-Pure2026.03 | 16.6 | 28 | — | |
| DeepSeekNumber of Agents=4, Topology=Chain2026.03 | 16.5 | 27.9 | — | |
| DeepSeekNumber of Agents=5, Topology=Tree2026.03 | 15.6 | 26.3 | — | |
| DeepSeekNumber of Agents=5, Topology=Star-Pure2026.03 | 14.9 | 25.1 | — | |
| ChatGPTNumber of Agents=5, Topology=Tree2026.03 | 14.6 | 23.8 | — | |
| ChatGPTNumber of Agents=5, Topology=Chain2026.03 | 14.2 | 24.1 | — | |
| DeepSeekNumber of Agents=5, Topology=Chain2026.03 | 14 | 24.4 | — | |
| ChatGPTNumber of Agents=5, Topology=Star-Pure2026.03 | 13.9 | 23.2 | — | |
| DeepSeekNumber of Agents=6, Topology=Tree2026.03 | 12.5 | 21.9 | — | |
| DeepSeekNumber of Agents=6, Topology=Star-Pure2026.03 | 11.1 | 19.8 | — | |
| DeepSeekNumber of Agents=6, Topology=Chain2026.03 | 11.1 | 19.8 | — | |
| ChatGPTNumber of Agents=6, Topology=Chain2026.03 | 10.5 | 18.8 | — | |
| ChatGPTNumber of Agents=6, Topology=Tree2026.03 | 10.3 | 18.3 | — | |
| ChatGPTNumber of Agents=6, Topology=Star-Pure2026.03 | 9.9 | 17.7 | — |