Multimodal Named Entity Recognition on Twitter 2017
88.07F1 ScoreCode-MIE
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Code-MIELLM_backbone=Qwen3-8B, visual_encoder=vit-base2026.03 | 88.07 | — | — | — | — | — | — | — | |
| SAVER2026.05 | 88 | — | — | — | — | — | — | 0.1 | |
| RSRNeT2026.05 | 87.9 | — | — | — | — | — | — | — | |
| KnowCoderfine-tuning=LoRA, visual_encoder=vit-base2026.03 | 86.47 | — | — | — | — | — | — | — | |
| Code4UIEfine-tuning=LoRA, visual_encoder=vit-base2026.03 | 85.36 | — | — | — | — | — | — | — | |
| CodeKGCfine-tuning=LoRA, visual_encoder=vit-base2026.03 | 85.25 | — | — | — | — | — | — | — | |
| CodeIEfine-tuning=LoRA, visual_encoder=vit-base2026.03 | 84.93 | — | — | — | — | — | — | — | |
| REAMOfine-tuning=LoRA2026.03 | 83.73 | — | — | — | — | — | — | — | |
| Qwen3-VL-8Bfine-tuning=LoRA2026.03 | 83.27 | — | — | — | — | — | — | — | |
| PGIMModality=Text-Image2023.05 | 0.9143 | 0.9646 | 0.8989 | 0.8903 | 0.7962 | 0.9086 | 0.9201 | — | |
| MoReMoEModality=Text-Image2023.05 | 0.9067 | — | — | — | — | — | — | — | |
| CAT-MNERModality=Text-Image2023.05 | 0.9047 | 0.9461 | 0.884 | 0.8814 | 0.805 | 0.9027 | 0.9067 | — | |
| MoReImageModality=Text-Image2023.05 | 0.9028 | — | — | — | — | — | — | — | |
| PromptMNERModality=Text-Image2023.05 | 0.9027 | — | — | — | — | 0.8993 | 0.906 | — | |
| ITAModality=Text-Image2023.05 | 0.8975 | — | — | — | — | — | — | — | |
| MoReTextModality=Text-Image2023.05 | 0.8949 | — | — | — | — | — | — | — | |
| ROBERTa-SPANModality=Text2023.05 | 0.8906 | 0.9427 | 0.8623 | 0.8722 | 0.7494 | 0.8871 | 0.8944 | — | |
| MNER-QGModality=Text-Image2023.05 | 0.8725 | 0.9317 | 0.8602 | 0.8464 | 0.7183 | 0.8857 | 0.8596 | — | |
| R-GCNModality=Text-Image2023.05 | 0.8711 | 0.9286 | 0.861 | 0.8405 | 0.7238 | 0.8672 | 0.8753 | — | |
| UMGFModality=Text-Image2023.05 | 0.8551 | 0.9192 | 0.8522 | 0.8313 | 0.6983 | 0.8654 | 0.845 | — | |
| UMTModality=Text-Image2023.05 | 0.8531 | 0.9156 | 0.8473 | 0.8224 | 0.701 | 0.8528 | 0.8534 | — | |
| BERT-SPANModality=Text2023.05 | 0.8514 | 0.9084 | 0.8555 | 0.8199 | 0.6977 | 0.8568 | 0.846 | — | |
| BERT-CRFModality=Text2023.05 | 0.8496 | 0.9066 | 0.8489 | 0.8371 | 0.6686 | 0.861 | 0.8385 | — | |
| BILSTM-CRFModality=Text2023.05 | 0.7631 | 0.8512 | 0.7268 | 0.725 | 0.5256 | 0.7942 | 0.7343 | — |