Ecological Reasoning on ForestTraceQA
75.59BP ScoreForestHG-Trace
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ForestHG-TraceReasoning strategy=Multi-step2026.05 | 75.59 | 69.63 | 53.62 | 46.35 | 27.04 | 54.45 | 135.25 | |
| HG-Summary LLMReasoning strategy=Single-step2026.05 | 44.16 | 18.33 | 10.32 | 25.7 | 20.18 | 23.74 | 431.5 | |
| Scene-Graph AgentReasoning strategy=Multi-step2026.05 | 40.69 | 36.18 | 44.98 | 14.25 | 18.97 | 31.01 | 355.37 | |
| Tool-AgentReasoning strategy=Multi-step2026.05 | 32.99 | 21.4 | 20.29 | 13.07 | 10.56 | 19.66 | 524.35 | |
| Text-to-SQLReasoning strategy=Single-step2026.05 | 31.41 | 21.71 | 1.64 | 13.12 | 9.09 | 15.39 | 13.25 | |
| Vanilla RAGReasoning strategy=Single-step2026.05 | 27.18 | 17.32 | 10.93 | 20.27 | 13.94 | 17.93 | 35.18 | |
| Vanilla LLMReasoning strategy=Single-step2026.05 | 12.59 | 7.98 | 10.29 | 9.48 | 7.61 | 9.59 | 557.49 |