Visual Attribution on Thinking-Model Attribution Dataset Science
75LDSAttnLRP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AttnLRPModel=MiMo-VL-7B2026.04 | 75 | 0.96 | |
| vStreamModel=GLM-4.1V-9B-Thinking2026.04 | 74 | 0.89 | |
| InputGradModel=Cosmos-Reason1-7B2026.04 | 73 | 0.76 | |
| InputGradModel=Qwen3-VL-8B-Thinking2026.04 | 71 | 0.68 | |
| vStreamModel=Qwen3-VL-8B-Thinking2026.04 | 71 | 0.92 | |
| TAMModel=Qwen3-VL-8B-Thinking2026.04 | 69 | 0.95 | |
| AttnLRPModel=GLM-4.1V-9B-Thinking2026.04 | 68 | 0.77 | |
| vStreamModel=Cosmos-Reason1-7B2026.04 | 67 | 0.9 | |
| AttnLRPModel=Qwen3-VL-8B-Thinking2026.04 | 66 | 1.08 | |
| TAMModel=MiMo-VL-7B2026.04 | 66 | 0.88 | |
| TAMModel=Cosmos-Reason1-7B2026.04 | 66 | 1.02 | |
| TAMModel=GLM-4.1V-9B-Thinking2026.04 | 65 | 0.91 | |
| vStreamModel=MiMo-VL-7B2026.04 | 65 | 0.97 | |
| AttnLRPModel=Cosmos-Reason1-7B2026.04 | 65 | 1.09 | |
| InputGradModel=GLM-4.1V-9B-Thinking2026.04 | 63 | 1.12 | |
| InputGradModel=MiMo-VL-7B2026.04 | 62 | 0.78 | |
| AttentionModel=GLM-4.1V-9B-Thinking2026.04 | 42 | 0.35 | |
| AttentionModel=MiMo-VL-7B2026.04 | 41 | 0.32 | |
| AttentionModel=Cosmos-Reason1-7B2026.04 | 41 | 0.35 | |
| AttentionModel=Qwen3-VL-8B-Thinking2026.04 | 37 | 0.28 | |
| RandomModel=GLM-4.1V-9B-Thinking2026.04 | 33 | 0.14 | |
| RandomModel=Cosmos-Reason1-7B2026.04 | 30 | 0.13 | |
| RandomModel=Qwen3-VL-8B-Thinking2026.04 | 28 | 0.11 | |
| RandomModel=MiMo-VL-7B2026.04 | 28 | 0.18 |