Multimodal Summarization on SoccerNet
15.44BLEU-4CoE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CoEzero-shot=true, training-free=true, backbone=Qwen2.5-VL-7B-Instruct2026.03 | 15.44 | 23.5 | 6.46 | 21.35 | 84.99 | 63.37 | 2.7 | |
| ViTCoTzero-shot=true, training-free=true, backbone=Qwen2.5-VL-7B-Instruct2026.03 | 1.46 | 13.94 | 1.48 | 9.41 | 81.14 | 25.77 | 2.75 | |
| CoSzero-shot=true, training-free=true, backbone=LLaVA-Video / LongVA2026.03 | 1.27 | 11.94 | 0.57 | 6.13 | 81.22 | 31.45 | 2.52 | |
| CoFzero-shot=true, training-free=true, backbone=InternVL3-8B2026.03 | 0.42 | 8.06 | 0.03 | 3.64 | 80.5 | 19.52 | 2.21 | |
| TCoTzero-shot=true, training-free=true, backbone=Qwen2.5-VL-7B-Instruct2026.03 | 0 | 4.12 | 0 | 1.12 | 80.88 | 0.94 | 1.95 |