Multimodal Information Extraction on M3D Chinese (ZH)
82.26Entity Recognition F1Code-MIE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Code-MIEFine-tuning=LoRA, Backbone=Qwen3-8B, Vision Tower=ViT-base2026.03 | 82.26 | 80.81 | 46.73 | 32.14 | 60.49 | |
| KnowCoderFine-tuning=LoRA, Backbone=Qwen3-8B, Vision Tower=ViT-base2026.03 | 80.85 | 78.45 | 44.04 | 27.58 | 57.73 | |
| CodeIEFine-tuning=LoRA, Backbone=Qwen3-8B, Vision Tower=ViT-base2026.03 | 80.39 | 78.06 | 43.48 | 28.08 | 57.5 | |
| CodeKGCFine-tuning=LoRA, Backbone=Qwen3-8B, Vision Tower=ViT-base2026.03 | 80.31 | 77.76 | 43.78 | 27.77 | 57.41 | |
| Code4UIEFine-tuning=LoRA, Backbone=Qwen3-8B, Vision Tower=ViT-base2026.03 | 79.84 | 77.1 | 42.91 | 27.87 | 56.93 | |
| REAMOFine-tuning=LoRA, Backbone=Qwen3-8B, Vision Tower=ViT-base2026.03 | 78.62 | 76.71 | 41.66 | 27.64 | 56.16 | |
| Qwen3-VLFine-tuning=LoRA, Backbone=Qwen3-8B, Vision Tower=ViT-base2026.03 | 76.03 | 75.47 | 40.22 | 23.84 | 53.89 |