Topic Membership Estimation on trimmed ICLR corpus
94Weighted F1 ScoreH-Multinomial
Evaluation results
| Method | Links | ||
|---|---|---|---|
| H-MultinomialScenario=I, Last year=2023, T=3, K=32026.05 | 94 | — | |
| H-MultinomialScenario=I, Last year=2022, T=3, K=32026.05 | 93.7 | — | |
| DTMScenario=I, Last year=2023, T=3, K=3, M=52026.05 | 92.8 | 1.262 | |
| H-MultinomialScenario=II, Last year=2024, T=4, K=32026.05 | 91.6 | — | |
| LDAScenario=I, Last year=2023, T=3, K=3, M=52026.05 | 91.4 | 2.793 | |
| H-MultinomialScenario=I, Last year=2024, T=3, K=32026.05 | 91.3 | — | |
| Topic-SCOREScenario=I, Last year=2022, T=3, K=32026.05 | 91 | 2.983 | |
| H-MultinomialScenario=II, Last year=2024, T=6, K=32026.05 | 91 | — | |
| LDAScenario=I, Last year=2022, T=3, K=3, M=52026.05 | 90.6 | 3.389 | |
| SPOCScenario=I, Last year=2022, T=3, K=32026.05 | 90.3 | 3.686 | |
| H-MultinomialScenario=I, Last year=2024, T=3, K=42026.05 | 90.1 | — | |
| H-MultinomialScenario=II, Last year=2024, T=5, K=32026.05 | 89.9 | — | |
| H-MultinomialScenario=II, Last year=2024, T=4, K=42026.05 | 89.7 | — | |
| H-MultinomialScenario=II, Last year=2024, T=5, K=42026.05 | 89.7 | — | |
| Topic-SCOREScenario=I, Last year=2023, T=3, K=32026.05 | 89.1 | 5.504 | |
| H-MultinomialScenario=II, Last year=2024, T=6, K=42026.05 | 88.5 | — | |
| DTMScenario=I, Last year=2024, T=3, K=4, M=52026.05 | 88.4 | 1.896 | |
| H-MultinomialScenario=I, Last year=2023, T=3, K=42026.05 | 88.2 | — | |
| DTMScenario=I, Last year=2024, T=3, K=3, M=52026.05 | 88 | 3.803 | |
| SPOCScenario=I, Last year=2024, T=3, K=32026.05 | 87.5 | 4.331 | |
| H-MultinomialScenario=I, Last year=2022, T=3, K=42026.05 | 87.3 | — | |
| SPOCScenario=I, Last year=2023, T=3, K=32026.05 | 86.8 | 8.306 | |
| Topic-SCOREScenario=II, Last year=2024, T=4, K=32026.05 | 86.4 | 5.972 | |
| Topic-SCOREScenario=I, Last year=2024, T=3, K=32026.05 | 85.9 | 6.239 | |
| SPOCScenario=I, Last year=2024, T=3, K=42026.05 | 85.9 | 4.928 | |
| Topic-SCOREScenario=II, Last year=2024, T=5, K=32026.05 | 85.8 | 4.733 | |
| H-MultinomialScenario=II, Last year=2024, T=5, K=52026.05 | 85.7 | — | |
| H-MultinomialScenario=II, Last year=2024, T=6, K=52026.05 | 85.3 | — | |
| DTMScenario=II, Last year=2024, T=5, K=4, M=52026.05 | 85.1 | 5.421 | |
| Topic-SCOREScenario=II, Last year=2024, T=4, K=42026.05 | 85 | 5.587 | |
| Topic-SCOREScenario=I, Last year=2024, T=3, K=42026.05 | 84.9 | 6.126 | |
| Topic-SCOREScenario=II, Last year=2024, T=6, K=32026.05 | 84.6 | 7.545 | |
| DTMScenario=II, Last year=2024, T=6, K=3, M=52026.05 | 84.6 | 7.589 | |
| H-MultinomialScenario=II, Last year=2024, T=4, K=52026.05 | 84.4 | — | |
| SPOCScenario=II, Last year=2024, T=4, K=32026.05 | 84.2 | 8.72 | |
| Topic-SCOREScenario=II, Last year=2024, T=5, K=42026.05 | 84.2 | 6.551 | |
| LDAScenario=II, Last year=2024, T=4, K=4, M=52026.05 | 84.1 | 6.772 | |
| Topic-SCOREScenario=II, Last year=2024, T=6, K=42026.05 | 84.1 | 5.248 | |
| LDAScenario=II, Last year=2024, T=5, K=3, M=52026.05 | 83.8 | 7.286 | |
| H-MultinomialScenario=I, Last year=2024, T=3, K=52026.05 | 83.6 | — | |
| DTMScenario=II, Last year=2024, T=4, K=3, M=52026.05 | 83.4 | 9.767 | |
| Topic-SCOREScenario=I, Last year=2022, T=3, K=42026.05 | 83 | 5.19 | |
| H-MultinomialScenario=I, Last year=2022, T=3, K=52026.05 | 83 | — | |
| H-MultinomialScenario=I, Last year=2023, T=3, K=52026.05 | 82.6 | — | |
| DTMScenario=I, Last year=2024, T=3, K=5, M=52026.05 | 82.5 | 1.398 | |
| DTMScenario=II, Last year=2024, T=5, K=5, M=52026.05 | 82 | 4.605 | |
| LDAScenario=I, Last year=2024, T=3, K=3, M=52026.05 | 81.9 | 11.45 | |
| DTMScenario=I, Last year=2022, T=3, K=3, M=52026.05 | 81.6 | 14.742 | |
| Topic-SCOREScenario=I, Last year=2023, T=3, K=42026.05 | 81.5 | 8.259 | |
| LDAScenario=I, Last year=2022, T=3, K=4, M=52026.05 | 81.4 | 7.228 | |
| SPOCScenario=II, Last year=2024, T=5, K=32026.05 | 81.2 | 10.734 | |
| SPOCScenario=II, Last year=2024, T=4, K=42026.05 | 81.1 | 10.592 | |
| DTMScenario=II, Last year=2024, T=6, K=4, M=52026.05 | 81.1 | 9.107 | |
| LDAScenario=II, Last year=2024, T=4, K=3, M=52026.05 | 81 | 13.053 | |
| LDAScenario=II, Last year=2024, T=6, K=4, M=52026.05 | 80.9 | 9.369 | |
| SPOCScenario=I, Last year=2023, T=3, K=42026.05 | 80.6 | 9.484 | |
| LDAScenario=I, Last year=2024, T=3, K=4, M=52026.05 | 80.5 | 12.012 | |
| Topic-SCOREScenario=II, Last year=2024, T=5, K=52026.05 | 80.2 | 6.908 | |
| DTMScenario=II, Last year=2024, T=4, K=5, M=52026.05 | 80 | 5.535 | |
| DTMScenario=I, Last year=2022, T=3, K=4, M=52026.05 | 79.8 | 9.406 | |
| Topic-SCOREScenario=II, Last year=2024, T=4, K=52026.05 | 79.7 | 5.98 | |
| Topic-SCOREScenario=I, Last year=2024, T=3, K=52026.05 | 79.1 | 5.668 | |
| Topic-SCOREScenario=II, Last year=2024, T=6, K=52026.05 | 79.1 | 7.85 | |
| DTMScenario=I, Last year=2023, T=3, K=4, M=52026.05 | 78 | 13.173 | |
| LDAScenario=II, Last year=2024, T=4, K=5, M=52026.05 | 76.7 | 10.117 | |
| DTMScenario=I, Last year=2022, T=3, K=5, M=52026.05 | 76.5 | 8.494 | |
| DTMScenario=II, Last year=2024, T=4, K=4, M=52026.05 | 76.5 | 17.314 | |
| DTMScenario=I, Last year=2023, T=3, K=5, M=52026.05 | 76.3 | 8.269 | |
| SPOCScenario=I, Last year=2024, T=3, K=52026.05 | 75.9 | 10.229 | |
| LDAScenario=II, Last year=2024, T=5, K=4, M=52026.05 | 75.4 | 18.85 | |
| LDAScenario=II, Last year=2024, T=6, K=3, M=52026.05 | 75.2 | 20.961 | |
| DTMScenario=II, Last year=2024, T=6, K=5, M=52026.05 | 74.5 | 14.477 | |
| Topic-SCOREScenario=I, Last year=2023, T=3, K=52026.05 | 73 | 13.059 | |
| DTMScenario=II, Last year=2024, T=5, K=3, M=52026.05 | 72.9 | 23.274 | |
| LDAScenario=II, Last year=2024, T=5, K=5, M=52026.05 | 72.5 | 18.253 | |
| LDAScenario=I, Last year=2023, T=3, K=4, M=52026.05 | 72.4 | 21.873 | |
| Topic-SCOREScenario=I, Last year=2022, T=3, K=52026.05 | 71.9 | 15.485 | |
| SPOCScenario=II, Last year=2024, T=5, K=42026.05 | 71.5 | 25.44 | |
| LDAScenario=I, Last year=2024, T=3, K=5, M=52026.05 | 71 | 17.734 | |
| SPOCScenario=II, Last year=2024, T=6, K=42026.05 | 69.3 | 27.65 | |
| SPOCScenario=II, Last year=2024, T=6, K=32026.05 | 68.9 | 32.015 | |
| LDAScenario=I, Last year=2023, T=3, K=5, M=52026.05 | 68.8 | 19.937 | |
| SPOCScenario=II, Last year=2024, T=4, K=52026.05 | 68.5 | 23.327 | |
| SPOCScenario=II, Last year=2024, T=5, K=52026.05 | 68.2 | 25.715 | |
| SPOCScenario=I, Last year=2023, T=3, K=52026.05 | 67.7 | 21.981 | |
| LDAScenario=II, Last year=2024, T=6, K=5, M=52026.05 | 66.6 | 28.165 | |
| SPOCScenario=I, Last year=2022, T=3, K=52026.05 | 65.8 | 26.233 | |
| LDAScenario=I, Last year=2022, T=3, K=5, M=52026.05 | 65.2 | 27.302 | |
| SPOCScenario=II, Last year=2024, T=6, K=52026.05 | 64 | 33.374 | |
| SPOCScenario=I, Last year=2022, T=3, K=42026.05 | 61.6 | 41.869 |