Multimodal Summarization on Summ
5.69BLEU-4CoS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CoSzero-shot=true, training-free=true, backbone=LLaVA-Video / LongVA2026.03 | 5.69 | 11.88 | 1.27 | 8.38 | 81.86 | 31.06 | 2.13 | |
| CoEzero-shot=true, training-free=true, backbone=Qwen2.5-VL-7B-Instruct2026.03 | 4.59 | 16.15 | 4.72 | 12.29 | 85.76 | 69.5 | 3.16 | |
| TCoTzero-shot=true, training-free=true, backbone=Qwen2.5-VL-7B-Instruct2026.03 | 4.27 | 8.66 | 2.45 | 5.73 | 82.33 | 15 | 1.95 | |
| CoFzero-shot=true, training-free=true, backbone=InternVL3-8B2026.03 | 1.04 | 6.86 | 0.09 | 3.95 | 79.33 | 2.46 | 1.63 | |
| ViTCoTzero-shot=true, training-free=true, backbone=Qwen2.5-VL-7B-Instruct2026.03 | 0.8 | 9.1 | 0.19 | 7.37 | 79.56 | 2.51 | 2 |