Multimodal Comment Generation on HotComment (test)
19.27BLEU-1Qwen3-VL-8B + StyleCmt
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Qwen3-VL-8B + StyleCmtStylistic Enhancement=StyleCmt2026.04 | 19.27 | 19.53 | 62.78 | 60.98 | 82.06 | 84.09 | |
| LLaMA3.2-Vision + StyleCmtStylistic Enhancement=StyleCmt2026.04 | 17.58 | 16.89 | 62.57 | 57.42 | 75.07 | 75.04 | |
| Mistral-3.1-24BStylistic Enhancement=None2026.04 | 15.32 | 16.07 | 60.68 | 54.25 | 74.22 | 76.08 | |
| Gemini2.5-ImageStylistic Enhancement=None2026.04 | 15.25 | 13.69 | 61.34 | 56.63 | 72.05 | 73.09 | |
| ChatGPT-4oStylistic Enhancement=None2026.04 | 14.84 | 12.65 | 61.21 | 55.71 | 72.06 | 73.01 | |
| Qwen3-VL-8BStylistic Enhancement=None2026.04 | 14.55 | 15.59 | 59.03 | 49.81 | 72.52 | 70.58 | |
| LLaMA3.2-VisionStylistic Enhancement=None2026.04 | 13.82 | 13.84 | 60.04 | 49.43 | 62.03 | 65.08 | |
| ChatGPT-4o-miniStylistic Enhancement=None2026.04 | 13.25 | 10.47 | 61.21 | 52.56 | 70.03 | 71.07 | |
| Qwen3-VL-4BStylistic Enhancement=None2026.04 | 12.75 | 13.31 | 58.42 | 34.38 | 68.03 | 64.22 |