Key Information Extraction on DeepForm (test)
75.7F1 ScoreDocLLM-7B
Evaluation results
| Method | Links | |
|---|---|---|
| DocLLM-7BModel Size=7B, Modality=Text+Layout, Evaluation Setting=SDDS2023.12 | 75.7 | |
| DocLLM-1BModel Size=1B, Modality=Text+Layout, Evaluation Setting=SDDS2023.12 | 71.3 | |
| UReaderModel Size=~7B, Modality=Text+Vision, Evaluation Setting=SDDS2023.12 | 49.5 | |
| mPLUG-DocOwlModel Size=~7B, Modality=Text+Vision, Evaluation Setting=SDDS2023.12 | 42.6 | |
| GPT-4+OCRModel Size=~1T, Modality=Text, Evaluation Setting=Zero-Shot (ZS)2023.12 | 42.1 | |
| Llama2+OCRModel Size=7B, Modality=Text, Evaluation Setting=Zero-Shot (ZS)2023.12 | 20.5 |