Image Captioning on IIW-400
84.2PrecisionCapMAS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CapMASModel=GPT-4.1-mini2026.04 | 84.2 | 67.7 | 75.1 | 0 | |
| ReflectCAPModel=GPT-4.1-mini2026.04 | 83.8 | 72 | 77.5 | 2.4 | |
| Zero-shotModel=GPT-4.1-mini2026.04 | 83.6 | 68.1 | 75.1 | — | |
| CapMASModel=GPT-4.1-nano2026.04 | 83.1 | 57.2 | 67.8 | 2 | |
| Self-Corr.Model=GPT-4.1-mini2026.04 | 82.6 | 69.3 | 75.4 | 0.3 | |
| Few-shotModel=GPT-4.1-mini2026.04 | 81.9 | 71.5 | 76.3 | 1.2 | |
| CapMASModel=Qwen3-32B2026.04 | 81 | 72 | 76.2 | 0.5 | |
| CapMASModel=Qwen3-8B2026.04 | 79.3 | 68.8 | 73.7 | 1.1 | |
| Self-Corr.Model=GPT-4.1-nano2026.04 | 79.2 | 62.6 | 70 | 0.2 | |
| Zero-shotModel=Qwen3-32B2026.04 | 79.2 | 72.5 | 75.7 | — | |
| ReflectCAPModel=Qwen3-32B2026.04 | 79.2 | 73.8 | 76.4 | 0.7 | |
| Zero-shotModel=GPT-4.1-nano2026.04 | 78.9 | 62.6 | 69.8 | — | |
| CapMASModel=InternVL-38B2026.04 | 78.6 | 57.5 | 66.4 | 2.1 | |
| Self-Corr.Model=Qwen3-32B2026.04 | 78.6 | 73.6 | 76 | 0.3 | |
| ReflectCAPModel=GPT-4.1-nano2026.04 | 78 | 67.2 | 72.2 | 2.4 | |
| Few-shotModel=GPT-4.1-nano2026.04 | 77.1 | 67.1 | 71.8 | 2 | |
| ReflectCAPModel=Qwen3-8B2026.04 | 77 | 71.2 | 74 | 1.4 | |
| Zero-shotModel=Qwen3-8B2026.04 | 76.3 | 69.2 | 72.6 | — | |
| Self-Corr.Model=Qwen3-8B2026.04 | 76.3 | 70 | 73 | 0.4 | |
| Self-Corr.Model=InternVL-38B2026.04 | 73.7 | 58.2 | 65 | 0.7 | |
| ReflectCAPModel=InternVL-38B2026.04 | 73.7 | 64.2 | 68.6 | 4.3 | |
| CapMASModel=Qwen2.5-32B2026.04 | 73.5 | 63.1 | 67.9 | 0.2 | |
| Few-shotModel=Qwen3-32B2026.04 | 73.4 | 74.4 | 73.9 | 1.8 | |
| Zero-shotModel=InternVL-38B2026.04 | 72.5 | 57.8 | 64.3 | — | |
| CapMASModel=InternVL-4B2026.04 | 72.2 | 53.3 | 61.3 | 2.2 | |
| CapMASModel=Qwen2.5-7B2026.04 | 72 | 57.4 | 63.9 | 1.2 | |
| Zero-shotModel=Qwen2.5-32B2026.04 | 71.9 | 64 | 67.7 | — | |
| Few-shotModel=Qwen3-8B2026.04 | 71.3 | 72.2 | 71.8 | 0.8 | |
| Self-Corr.Model=Qwen2.5-32B2026.04 | 70.2 | 66.2 | 68.1 | 0.4 | |
| ReflectCAPModel=Qwen2.5-32B2026.04 | 69.9 | 66.4 | 68.1 | 0.4 | |
| ReflectCAPModel=Qwen2.5-7B2026.04 | 68.8 | 62.3 | 65.4 | 2.7 | |
| Zero-shotModel=Qwen2.5-7B2026.04 | 68.3 | 57.9 | 62.7 | — | |
| Few-shotModel=Qwen2.5-32B2026.04 | 64.9 | 64.5 | 64.7 | 3 | |
| ReflectCAPModel=InternVL-4B2026.04 | 64.8 | 61.3 | 63 | 3.9 | |
| Zero-shotModel=InternVL-4B2026.04 | 64.1 | 54.9 | 59.1 | — | |
| Self-Corr.Model=Qwen2.5-7B2026.04 | 63.8 | 57.3 | 60.4 | 2.3 | |
| Few-shotModel=InternVL-38B2026.04 | 63.2 | 62.1 | 62.6 | 1.7 | |
| Self-Corr.Model=InternVL-4B2026.04 | 62.1 | 54.1 | 57.8 | 1.3 | |
| Few-shotModel=Qwen2.5-7B2026.04 | 49.9 | 56.6 | 53.1 | 9.6 | |
| Few-shotModel=InternVL-4B2026.04 | 49.4 | 52.8 | 51.1 | 8 |