Key Information Extraction on FUNSD v1 (test)
81ANLSLayTextLLM-7B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LayTextLLM-7BModel Type=LLM, OCR-based=true2026.01 | 81 | 1.055 | |
| LayoutLLM-7BModel Type=LLM, OCR-based=true2026.01 | 80 | — | |
| PIP-Qwen2-VL-7BModel Type=PIP (Ours), Base Model=Qwen2-VL-7B2026.01 | 79.3 | 0.053 | |
| Qwen2-VL-7BModel Type=MLLM, OCR-free=true2026.01 | 77.9 | 0.455 | |
| PIP-InternVL2-8BModel Type=PIP (Ours), Base Model=InternVL2-8B2026.01 | 72.3 | 0.064 | |
| InternVL2-8BModel Type=MLLM, OCR-free=true2026.01 | 61.2 | 0.615 | |
| Vicuna-1.5-7BModel Type=LLM, OCR-based=true2026.01 | 48.1 | 0.779 | |
| Llama2-7BModel Type=LLM, OCR-based=true2026.01 | 40.8 | 0.692 | |
| LLaVA-1.5-7BModel Type=MLLM, OCR-free=true2026.01 | 1.9 | 0.31 | |
| LLaVAR-7BModel Type=MLLM, OCR-free=true2026.01 | 1.7 | 0.327 |