Multimodal Named Entity Recognition on Twitter 2015
79.33F1 ScorePGIM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PGIMModality=Text-Image2023.05 | 79.33 | 88.34 | 84.22 | 70.15 | 52.34 | 79.21 | 79.45 | — | |
| MoReMoEModality=Text-Image2023.05 | 79.21 | — | — | — | — | — | — | — | |
| CAT-MNERModality=Text-Image2023.05 | 78.72 | 88.04 | 84.7 | 68.04 | 52.33 | 78.75 | 78.69 | — | |
| PromptMNERModality=Text-Image2023.05 | 78.6 | — | — | — | — | 78.03 | 79.17 | — | |
| MoReTextModality=Text-Image2023.05 | 77.79 | — | — | — | — | — | — | — | |
| MoReImageModality=Text-Image2023.05 | 77.57 | — | — | — | — | — | — | — | |
| ROBERTa-SPANModality=Text2023.05 | 77.45 | 87.2 | 83.58 | 66.33 | 50.66 | 77.48 | 77.43 | — | |
| SAVER2026.05 | 77 | — | — | — | — | — | — | 0.5 | |
| RSRNeT2026.05 | 76.5 | — | — | — | — | — | — | — | |
| Code-MIELLM_backbone=Qwen3-8B, visual_encoder=vit-base2026.03 | 76.04 | — | — | — | — | — | — | — | |
| R-GCNModality=Text-Image2023.05 | 75 | 86.36 | 82.08 | 60.78 | 41.56 | 73.95 | 76.18 | — | |
| MNER-QGModality=Text-Image2023.05 | 74.94 | 85.68 | 81.42 | 63.62 | 41.53 | 77.76 | 72.31 | — | |
| UMGFModality=Text-Image2023.05 | 74.85 | 84.26 | 83.17 | 62.45 | 42.42 | 74.49 | 75.21 | — | |
| BERT-SPANModality=Text2023.05 | 74.76 | 85.35 | 81.88 | 62.06 | 43.23 | 75.52 | 73.83 | — | |
| BERT-CRFModality=Text2023.05 | 74.71 | 85.37 | 81.82 | 63.26 | 44.13 | 75.56 | 73.88 | — | |
| KnowCoderfine-tuning=LoRA, visual_encoder=vit-base2026.03 | 74.02 | — | — | — | — | — | — | — | |
| CodeKGCfine-tuning=LoRA, visual_encoder=vit-base2026.03 | 73.62 | — | — | — | — | — | — | — | |
| Code4UIEfine-tuning=LoRA, visual_encoder=vit-base2026.03 | 73.47 | — | — | — | — | — | — | — | |
| UMTModality=Text-Image2023.05 | 73.41 | 85.24 | 81.58 | 63.03 | 39.45 | 71.67 | 75.23 | — | |
| CodeIEfine-tuning=LoRA, visual_encoder=vit-base2026.03 | 73.12 | — | — | — | — | — | — | — | |
| REAMOfine-tuning=LoRA2026.03 | 72.68 | — | — | — | — | — | — | — | |
| Qwen3-VL-8Bfine-tuning=LoRA2026.03 | 71.91 | — | — | — | — | — | — | — | |
| BILSTM-CRFModality=Text2023.05 | 64.42 | 76.77 | 72.56 | 41.33 | 26.8 | 68.14 | 61.09 | — | |
| ITAModality=Text-Image2023.05 | — | — | — | — | — | 78.03 | — | — |