notesum.ai
Published at December 6Transformers Meet Relational Databases
cs.LG
cs.DB
I.2.6; I.5.1; H.2.4
Released Date: December 6, 2024
Authors: Jakub Peleška, Gustav Šír1
Aff.: 1Czech Technical University in Prague
| Category | Tabular | Propos. | Ne-Sy | Deep Relational (ours) | |||||
| Dataset / model | FNN | getML | CILP | DBFormer | GNN | TabNet | Trompt | TabTrans. | SAINT |
| Biodegradability | 0.1873 | 0.2061 | 0.2490 | 0.1544 | 0.1773 | 0.1701 | 0.1654 | 0.1798 | 0.1584 |
| classicmodels | 0.5752 | 0.6461 | 1.1939 | 0.5023 | 0.4877 | 0.4606 | 0.4048 | 0.4646 | 1.0870 |
| GOSales | N/A | N/A | N/A | 0.4179 | 0.5329 | 0.3996 | 0.5194 | 0.7880 | 0.7457 |
| northwind | 1.1036 | 1.1588 | 1.3597 | 0.4816 | 0.7387 | 0.8007 | 0.8784 | 0.8620 | 0.9749 |
| Triazine | N/A | 0.1962 | 0.1781 | 0.1354 | 0.1648 | 0.1174 | 0.1687 | 0.1752 | 0.1357 |
| Basketball_men | 0.2043 | 0.2283 | 0.2546 | 0.2271 | 0.2275 | 0.2798 | 0.2076 | 0.2474 | 0.2569 |
| restbase | 0.1915 | 0.1920 | 0.1989 | 0.1771 | 0.1872 | 0.1685 | 0.1834 | 0.1847 | 0.1827 |
| AdventureWorks2014 | 0.0323 | 0.0453 | 3.2931 | 0.0113 | 0.0635 | 2.1720 | 2.9907 | 0.3383 | 2.3792 |
| FNHK | 0.8262 | 0.6482 | 0.6899 | 0.7965 | 0.7974 | 0.7277 | 0.8010 | 1.0024 | 0.7494 |
| sakila | 0.5447 | N/A | N/A | 0.5178 | 0.4913 | 0.4654 | 0.5525 | 0.5565 | 0.5242 |
| stats | 0.9488 | 2.5927 | 6.4693 | 0.1410 | 1.6549 | 0.2856 | 2.9517 | 3.0027 | 2.9768 |
| Grants | 2.4317 | N/A | N/A | 3.7295 | 3.7527 | 2.4288 | 3.0689 | 2.6871 | 3.2923 |
| ConsumerExpenditures | 6.3763 | 6.2638 | 7.368 | 6.3568 | 6.3594 | 6.3380 | 6.6393 | 6.7533 | 6.7640 |
| employee | 0.2691 | N/A | N/A | 0.2644 | 0.2645 | 0.4984 | 0.2650 | 0.2646 | 0.7050 |
| SalesDB | N/A | N/A | N/A | 0.4167 | 0.5145 | 0.5463 | 0.5076 | 0.4424 | 0.5474 |
| Seznam | 5.3442 | N/A | 6.1318 | 3.6561 | 3.9379 | 4.6834 | 4.3157 | 3.4137 | 4.0425 |
| Avg. Rank | 5.5000 | 6.3125 | 7.8125 | 2.4375 | 4.0625 | 3.3125 | 4.5000 | 5.0625 | 5.4375 |