Visual Attribution on Thinking-Model Attribution Dataset Document
0.74LDSvStream
Evaluation results
| Method | Links | ||
|---|---|---|---|
| vStreamModel=Qwen3-VL-8B-Thinking2026.04 | 0.74 | 1.09 | |
| AttnLRPModel=Qwen3-VL-8B-Thinking2026.04 | 0.73 | 0.78 | |
| vStreamModel=MiMo-VL-7B2026.04 | 0.71 | 0.98 | |
| AttnLRPModel=Cosmos-Reason1-7B2026.04 | 0.71 | 0.78 | |
| InputGradModel=MiMo-VL-7B2026.04 | 0.7 | 0.69 | |
| InputGradModel=GLM-4.1V-9B-Thinking2026.04 | 0.69 | 0.73 | |
| TAMModel=GLM-4.1V-9B-Thinking2026.04 | 0.68 | 0.88 | |
| TAMModel=Cosmos-Reason1-7B2026.04 | 0.68 | 0.89 | |
| vStreamModel=Cosmos-Reason1-7B2026.04 | 0.68 | 1.01 | |
| vStreamModel=GLM-4.1V-9B-Thinking2026.04 | 0.67 | 1.01 | |
| TAMModel=Qwen3-VL-8B-Thinking2026.04 | 0.66 | 1.04 | |
| TAMModel=MiMo-VL-7B2026.04 | 0.66 | 0.91 | |
| InputGradModel=Qwen3-VL-8B-Thinking2026.04 | 0.65 | 0.71 | |
| AttnLRPModel=GLM-4.1V-9B-Thinking2026.04 | 0.64 | 1.05 | |
| AttnLRPModel=MiMo-VL-7B2026.04 | 0.62 | 0.95 | |
| InputGradModel=Cosmos-Reason1-7B2026.04 | 0.59 | 0.98 | |
| AttentionModel=Qwen3-VL-8B-Thinking2026.04 | 0.42 | 0.33 | |
| AttentionModel=GLM-4.1V-9B-Thinking2026.04 | 0.4 | 0.29 | |
| AttentionModel=MiMo-VL-7B2026.04 | 0.38 | 0.29 | |
| AttentionModel=Cosmos-Reason1-7B2026.04 | 0.37 | 0.34 | |
| RandomModel=Cosmos-Reason1-7B2026.04 | 0.34 | 0.19 | |
| RandomModel=Qwen3-VL-8B-Thinking2026.04 | 0.32 | 0.15 | |
| RandomModel=GLM-4.1V-9B-Thinking2026.04 | 0.31 | 0.13 | |
| RandomModel=MiMo-VL-7B2026.04 | 0.29 | 0.11 |