Multimodal Attribution on Multimodal regime
91.8PrecisionCohere + LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Cohere + LLMModel=GPT2026.07 | 91.8 | 51.9 | 66.3 | |
| Cohere + VLMModel=GPT2026.07 | 85.6 | 50.2 | 63.3 | |
| LLMModel=GPT2026.07 | 71.3 | 44.6 | 54.9 | |
| Cohere + MULTATTNATTRIB2026.07 | 64.3 | 56.4 | 60.1 | |
| ColQwen + VLMModel=GPT2026.07 | 62.7 | 43.3 | 51.2 | |
| VLMModel=GPT2026.07 | 58.3 | 45.4 | 51.1 |