Agriculture
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time-series forecasting | Agriculture Time-MMD | MSE0.109 | 27 | |
| Multimodal Time Series Forecasting | Agriculture | MSE0.14 | 15 | |
| Multi-hop Question Answering | Agriculture | F1 Score81.01 | 14 | |
| Retrieval-Augmented Generation | Agriculture | Comprehensiveness97.6 | 12 | |
| Importance-based Node Leakage | Agriculture | Leakage (Degree)32.8 | 10 | |
| Explainable AI Performance Evaluation | Agriculture | Composite Score (Entropy-Weighted, Domain-Modulated)4.11 | 5 | |
| Graph Extraction Attack | Agriculture LightRAG 1.0 (test) | Leakage (N)19.39 | 5 | |
| Graph Extraction Attack | Agriculture M-GraphRAG 1.0 (test) | Leakage (N)18.41 | 5 |
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