| # VLM Comparison on 238 Hard Cases (False Negatives) |
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| > All 238 cases have gt_label=1. Acc / Recall@1 = fraction correctly identified as causally related. |
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| | Model | Acc | Correct | Rec@1 | Prec@1 | F1@1 | Evaluated | ParseFail | |
| |--------------------------------|--------|----------|---------|---------|--------|-----------|-----------| |
| | qwen3vl_finetuned | 53.4% | 71/133 | 42.5% | 68.0% | 52.3% | 133 | 0 | |
| | qwen3vl_base | 50.8% | 63/124 | 32.4% | 68.6% | 44.0% | 124 | 9 | |
| | qwen3vl_instruct | 48.7% | 56/115 | 24.3% | 73.9% | 36.6% | 115 | 18 | |
| | qwen25vl_7b | 42.9% | 57/133 | 7.5% | 75.0% | 13.6% | 133 | 0 | |
| | moondream2 | 42.8% | 56/131 | 32.9% | 54.2% | 40.9% | 131 | 2 | |
| | internvl35 | 42.1% | 56/133 | 8.8% | 63.6% | 15.4% | 133 | 0 | |
| | phi35_vision | 40.6% | 54/133 | 2.5% | 66.7% | 4.8% | 133 | 0 | |
| | internvl3_8b | 39.9% | 53/133 | 0.0% | 0.0% | 0.0% | 133 | 0 | |
| | qwen2vl_7b | 39.9% | 53/133 | 1.2% | 50.0% | 2.4% | 133 | 0 | |
| | idefics3_8b | 39.0% | 37/95 | 5.0% | 75.0% | 9.4% | 95 | 38 | |
| | minicpm_v25 | 38.9% | 7/18 | 33.3% | 83.3% | 47.6% | 18 | 115 | |
| | smolvlm | 37.5% | 6/16 | 40.0% | 50.0% | 44.4% | 16 | 40 | |
| | llama32_11b_vision | 37.0% | 27/73 | 32.6% | 50.0% | 39.5% | 73 | 60 | |
| | glm4v_9b | 0.0% | 0/0 | N/A | N/A | N/A | 0 | 0 | |
| | molmo_7b | 0.0% | 0/0 | N/A | N/A | N/A | 0 | 0 | |
