Taxonomy Generation on Ancient Chinese Cultural System 1.0 (test)
100Path GranularityGPT-4o
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GPT-4oStrategies=Corpus2026.01 | 100 | 0.3931 | 27.47 | 33.33 | 49.15 | -0.0952 | |
| GPT-4oStrategies=Domain2026.01 | 98.96 | 0.2973 | 30.82 | 53.33 | 53.85 | -0.0326 | |
| GPT-4oStrategies=Corpus + Domain2026.01 | 97.5 | 0.259 | 37.52 | 48.89 | 36.36 | -0.0331 | |
| Qwen3Strategies=Domain2026.01 | 95.83 | 0.2566 | 35.68 | 43.33 | 59.62 | -0.0197 | |
| DeepSeek-V3Strategies=Domain2026.01 | 95.4 | 0.1366 | 39.87 | 43.33 | 54.74 | -0.0318 | |
| Qwen3Strategies=Corpus2026.01 | 93.55 | 0.1213 | 46.23 | 48.89 | 59.22 | 0.0174 | |
| CHisAgentStrategies=Corpus + Domain2026.01 | 91.54 | 0.2784 | 75.13 | 68.89 | 77.7 | 0.1887 | |
| Qwen3Strategies=Corpus + Domain2026.01 | 88.75 | 0.2356 | 33.67 | 36.67 | 59.09 | -0.0379 | |
| Chain-of-LayerStrategies=Corpus + Domain2026.01 | 80.99 | 0.2479 | 43.72 | 46.67 | 50.69 | 0.0104 | |
| CHEDStrategies=Human2026.01 | 80.25 | 0.1432 | 45.39 | — | — | — | |
| DeepSeek-V3Strategies=Corpus + Domain2026.01 | 79.8 | 0.1485 | 61.81 | 53.33 | 66.99 | 0.0769 | |
| DeepSeek-V3Strategies=Corpus2026.01 | 76.56 | 0.1556 | 41.29 | 42.22 | 44.93 | -0.0211 | |
| TaxoAdaptStrategies=Corpus + Domain2026.01 | 70.98 | 0.2075 | 74.17 | 60 | 69.21 | 0.3927 |