Key Information Extraction on SROIE v1 (test)
97ANLSPIP-Qwen2-VL-7B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PIP-Qwen2-VL-7BModel Type=PIP (Ours), Base Model=Qwen2-VL-7B2026.01 | 97 | 0.051 | |
| LayTextLLM-7BModel Type=LLM, OCR-based=true2026.01 | 96.1 | 0.948 | |
| InternVL2-8BModel Type=MLLM, OCR-free=true2026.01 | 95.1 | 0.541 | |
| Qwen2-VL-7BModel Type=MLLM, OCR-free=true2026.01 | 94.1 | 0.532 | |
| PIP-InternVL2-8BModel Type=PIP (Ours), Base Model=InternVL2-8B2026.01 | 93.4 | 0.034 | |
| LayoutLLM-7BModel Type=LLM, OCR-based=true2026.01 | 63.1 | — | |
| Vicuna-1.5-7BModel Type=LLM, OCR-based=true2026.01 | 51.4 | 0.861 | |
| LLaVA-1.5-7BModel Type=MLLM, OCR-free=true2026.01 | 18.1 | 0.269 | |
| LLaVAR-7BModel Type=MLLM, OCR-free=true2026.01 | 13.6 | 0.289 | |
| Llama2-7BModel Type=LLM, OCR-based=true2026.01 | 4.4 | 0.753 |