Semantic Entity Recognition on SROIE (test)
98.52F1 ScoreBLOCKIE
Evaluation results
| Method | Links | |
|---|---|---|
| BLOCKIEApproach=Ours, Backbone=Sonnet2025.05 | 98.52 | |
| ERNIE-LayoutApproach=Layout Aware NLP, Model Size=large2025.05 | 97.55 | |
| RORE-GeoLayoutLM#Params=~399M2024.09 | 96.97 | |
| RORE-GeoLayoutLMApproach=Layout Aware NLP, Number of Parameters=399M+242025.05 | 96.97 | |
| SonnetApproach=LLM, Mode=Few shot2025.05 | 96.72 | |
| GeoLayoutLMApproach=Layout Aware NLP, Number of Parameters=399M2025.05 | 96.62 | |
| LayoutLMv3Approach=Layout Aware NLP, Number of Parameters=368M2025.05 | 96.12 | |
| DocLLM#Params=7B2024.09 | 91.9 | |
| DocLLMApproach=LLM2025.05 | 91.9 | |
| SonnetApproach=LLM, Mode=Zero shot2025.05 | 91.37 | |
| LayoutLLMApproach=LLM2025.05 | 72.72 | |
| LayoutLLM#Params=7B2024.09 | 72.12 |