Scientific Table & Figure Analysis on ANABENCH C.4 (test)
65.07Cosine SimilarityANAGENT
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ANAGENTBackbone=Qwen3-VL, Size=8B, Training Strategy=SFT, Evaluation Protocol=One-Shot2026.02 | 65.07 | 67.13 | 31.45 | 28.08 | 16.01 | 22.59 | 54.55 | 22.22 | 38.39 | |
| ANAGENTBackbone=InternVL-3.5, Size=8B, Training Strategy=SFT, Evaluation Protocol=One-Shot2026.02 | 64.97 | 66.63 | 29.39 | 25.01 | 14.63 | 20.79 | 53.66 | 20.14 | 36.9 | |
| ANAGENTBackbone=Qwen3-VL, Size=8B, Training Strategy=SFT, Evaluation Protocol=Zero-Shot2026.02 | 64.7 | 66.98 | 31.33 | 27.93 | 16.47 | 22.09 | 54.34 | 22.16 | 38.25 | |
| ANAGENTBackbone=InternVL-3.5, Size=8B, Training Strategy=SFT, Evaluation Protocol=Zero-Shot2026.02 | 64.16 | 65.82 | 29.62 | 25.26 | 14.27 | 20.56 | 53.2 | 20.03 | 36.61 | |
| ANAGENTBackbone=Qwen2.5-VL, Size=7B, Training Strategy=SFT, Evaluation Protocol=One-Shot2026.02 | 63.93 | 66.78 | 29.31 | 26.47 | 14.22 | 20.6 | 53.34 | 20.43 | 36.89 | |
| ANAGENTBackbone=Qwen3-VL, Size=4B, Training Strategy=SFT+RL, Evaluation Protocol=One-Shot2026.02 | 63.75 | 67.89 | 30.79 | 27.91 | 15.8 | 22.03 | 54.14 | 21.92 | 38.03 | |
| ANAGENTBackbone=Qwen3-VL, Size=4B, Training Strategy=SFT, Evaluation Protocol=One-Shot2026.02 | 63.51 | 65.22 | 28.3 | 26.34 | 14.05 | 19.77 | 52.34 | 20.05 | 36.2 | |
| ANAGENTBackbone=Qwen2.5-VL, Size=7B, Training Strategy=SFT, Evaluation Protocol=Zero-Shot2026.02 | 63.21 | 65.97 | 27.63 | 24.91 | 13.96 | 20.21 | 52.27 | 19.69 | 35.98 | |
| ANAGENTBackbone=Qwen3-VL, Size=4B, Training Strategy=SFT+RL, Evaluation Protocol=Zero-Shot2026.02 | 63.13 | 66.66 | 29.46 | 26.87 | 14.84 | 20.73 | 53.08 | 20.81 | 36.95 | |
| ANAGENTBackbone=Qwen3-VL, Size=4B, Training Strategy=SFT, Evaluation Protocol=Zero-Shot2026.02 | 62.98 | 64.72 | 28.86 | 25.75 | 14.11 | 19.68 | 52.19 | 19.85 | 36.02 | |
| ANAGENTBackbone=Qwen2.5-VL, Size=3B, Training Strategy=SFT+RL, Evaluation Protocol=One-Shot2026.02 | 62.92 | 66.63 | 27.64 | 26.82 | 14.41 | 19.63 | 52.4 | 20.29 | 36.34 | |
| ANAGENTBackbone=InternVL-3.5, Size=4B, Training Strategy=SFT, Evaluation Protocol=One-Shot2026.02 | 62.79 | 65.6 | 27.99 | 24.51 | 13.72 | 18.75 | 52.13 | 18.99 | 35.56 | |
| ANAGENTBackbone=Qwen2.5-VL, Size=3B, Training Strategy=SFT+RL, Evaluation Protocol=Zero-Shot2026.02 | 62.61 | 65.9 | 27.22 | 25.22 | 12.59 | 18.78 | 51.91 | 18.86 | 35.39 | |
| ANAGENTBackbone=InternVL-3.5, Size=4B, Training Strategy=SFT, Evaluation Protocol=Zero-Shot2026.02 | 62.38 | 64.78 | 28.38 | 24.77 | 13.1 | 18.9 | 51.85 | 18.92 | 35.39 | |
| ANAGENTBackbone=Qwen2.5-VL, Size=3B, Training Strategy=SFT, Evaluation Protocol=One-Shot2026.02 | 61.25 | 66.54 | 25.27 | 24.27 | 11.26 | 17.53 | 51.02 | 17.69 | 34.35 | |
| ANAGENTBackbone=Qwen2.5-VL, Size=3B, Training Strategy=SFT, Evaluation Protocol=Zero-Shot2026.02 | 60.84 | 65.77 | 25.09 | 24.27 | 11.19 | 17.58 | 50.57 | 17.68 | 34.12 | |
| ANAGENTBackbone=Qwen3-VL, Size=4B, Training Strategy=RL, Evaluation Protocol=One-Shot2026.02 | 60.42 | 62.24 | 22.7 | 19.51 | 6.21 | 12.95 | 48.45 | 12.89 | 30.67 | |
| ANAGENTBackbone=Qwen3-VL, Size=4B, Training Strategy=RL, Evaluation Protocol=Zero-Shot2026.02 | 58.97 | 60.99 | 22.33 | 19.09 | 5.91 | 12.76 | 47.43 | 12.58 | 30.03 | |
| ANAGENTBackbone=Qwen2.5-VL, Size=3B, Training Strategy=RL, Evaluation Protocol=One-Shot2026.02 | 58.19 | 61.1 | 22.01 | 19.4 | 6.2 | 13.63 | 47.1 | 13.07 | 30.09 | |
| ANAGENTBackbone=Qwen2.5-VL, Size=3B, Training Strategy=RL, Evaluation Protocol=Zero-Shot2026.02 | 56.54 | 60.49 | 21.37 | 18.87 | 5.67 | 12.72 | 46.13 | 12.42 | 29.28 |