Multimodal Summarization on TIB
2.24BLEU-4CoS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CoSzero-shot=true, training-free=true, backbone=LLaVA-Video / LongVA2026.03 | 2.24 | 13.29 | 3.27 | 9.86 | 83.65 | 21.87 | 2.85 | |
| CoEzero-shot=true, training-free=true, backbone=Qwen2.5-VL-7B-Instruct2026.03 | 2.13 | 13.75 | 3.85 | 10.34 | 84.91 | 25.34 | 3.58 | |
| ViTCoTzero-shot=true, training-free=true, backbone=Qwen2.5-VL-7B-Instruct2026.03 | 1.68 | 12.18 | 1.85 | 12.22 | 82.62 | 22.12 | 3.32 | |
| CoFzero-shot=true, training-free=true, backbone=InternVL3-8B2026.03 | 1.66 | 12.36 | 2.5 | 2.89 | 83.72 | 18.51 | 2.91 | |
| TCoTzero-shot=true, training-free=true, backbone=Qwen2.5-VL-7B-Instruct2026.03 | 1.17 | 11.37 | 2.5 | 6.69 | 83.85 | 14.27 | 2.79 |