Column Type Annotation on T2D
95.5Micro F1TabEmb
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TabEmbModel architectural category=Joint semantic-structure2026.04 | 95.5 | — | — | |
| TURLModel architectural category=Joint semantic-structure2026.04 | 94 | — | — | |
| REVEALModel architectural category=Joint semantic-structure2026.04 | 91.7 | — | — | |
| DoduoModel architectural category=Joint semantic-structure2026.04 | 91.1 | — | — | |
| ArcheTypeModel architectural category=Single-column2026.04 | 88 | — | — | |
| RECAModel architectural category=Single-column2026.04 | 86.5 | — | — | |
| GAITModel architectural category=Structure-augmented2026.04 | 85.1 | — | — | |
| SATOModel architectural category=Structure-augmented2026.04 | 70.7 | — | — | |
| SherlockModel architectural category=Single-column2026.04 | 67.7 | — | — | |
| ArcheTypeEvaluation Protocol=Zero-shot, Backbone=T52023.10 | — | 90.4 | 88.9 | |
| ArcheTypeEvaluation Protocol=Zero-shot, Backbone=GPT-42023.10 | — | 95.8 | 95.3 | |
| ChorusEvaluation Protocol=Zero-shot, Backbone=GPT2023.10 | — | — | 92.3 | |
| DoDuoEvaluation Protocol=Fine-tuned, Backbone=DoDuo, Training Dataset=VizNet2023.10 | — | — | 65.4 | |
| DoDuoEvaluation Protocol=Fine-tuned, Backbone=DoDuo, Training Dataset=WikiTables2023.10 | — | — | 75.7 | |
| TURLEvaluation Protocol=Fine-tuned, Backbone=TURL2023.10 | — | 96.2 | — |