Semantic Entity Recognition on CORD (test)
98.83F1 ScoreBLOCKIE
Evaluation Results
| Method | Links | |
|---|---|---|
| BLOCKIEApproach=Ours, Backbone=Sonnet2025.05 | 98.83 | |
| RORE-GeoLayoutLM#Params=~399M2024.09 | 98.52 | |
| RORE-GeoLayoutLMApproach=Layout Aware NLP, Number of Parameters=399M+242025.05 | 98.52 | |
| DocTrApproach=Layout Aware NLP, Number of Parameters=153M2025.05 | 98.2 | |
| GeoLayoutLMApproach=Layout Aware NLP, Number of Parameters=399M2025.05 | 98.11 | |
| UDOP#Params=794M2024.09 | 97.58 | |
| FormNetApproach=Layout Aware NLP, Model Size=large2025.05 | 97.28 | |
| ERNIE-LayoutApproach=Layout Aware NLP, Model Size=large2025.05 | 97.21 | |
| DocFormerApproach=Layout Aware NLP, Number of Parameters=502M2025.05 | 96.99 | |
| LayoutLMv3Approach=Layout Aware NLP, Number of Parameters=368M2025.05 | 96.98 | |
| SonnetApproach=LLM, Mode=Few shot2025.05 | 95.72 | |
| ESPApproach=Layout Aware NLP, Number of Parameters=50M2025.05 | 95.65 | |
| LMDX-Gemini ProApproach=LLM2025.05 | 95.57 | |
| SonnetApproach=LLM, Mode=Zero shot2025.05 | 88.92 | |
| DocLLM#Params=7B2024.09 | 67.4 | |
| DocLLMApproach=LLM2025.05 | 67.4 | |
| LayoutLLM#Params=7B2024.09 | 63.1 | |
| LayoutLLMApproach=LLM2025.05 | 63.1 |