Information Extraction on SROIE
98.17F1 ScoreLAMBERT
Evaluation Results
| Method | Links | |
|---|---|---|
| LAMBERTParams=125M, Training=75M non-unique pages, Setup=External result (SROIE leaderboard [13])2020.02 | 98.17 | |
| LayoutLMv2Params=426M, Setup=External result (SROIE leaderboard [13])2020.02 | 97.81 | |
| LayoutLMParams=343M, Setup=External result (SROIE leaderboard [13])2020.02 | 97.09 | |
| LayoutLMv2Params=200M, Setup=External result (SROIE leaderboard [13])2020.02 | 96.25 | |
| LayoutLMParams=113M, Setup=External result (Relevant publication)2020.02 | 94.38 | |
| RoBERTaParams=125M, Training=16M non-unique pages, Setup=External result (SROIE leaderboard [13])2020.02 | 93.03 | |
| RoBERTaParams=125M, Training=original pretrained, Setup=External result (SROIE leaderboard [13])2020.02 | 92.39 | |
| HRVDAResolution=15362024.04 | 91 | |
| SeRumResolution=1280, Fine-tuning=true2024.04 | 85.8 | |
| DonutResolution=1280, Fine-tuning=true2024.04 | 83.2 | |
| Mini-MonkeyTrainable Parameters=2B2026.02 | 70.3 | |
| PositionOCRTrainable Parameters=131M2026.02 | 63.8 | |
| TextMonkeyTrainable Parameters=9.7B2026.02 | 47 | |
| MonkeyTrainable Parameters=9.8B2026.02 | 41.9 | |
| DocPeidaTrainable Parameters=7.1B2026.02 | 21.4 | |
| DocOwlTrainable Parameters=7.3B2026.02 | 1.7 |