Answer Generation and Ranking on TRECVID VQA AG official train (dev)
99.8nDCG (BERTScore Rank)QwenVL Generator+Reranker
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| QwenVL Generator+RerankerType=Generator+Reranker, Backbone=Qwen2.5-VL-7B, Reranker Strategy=Masked Pointer Cross-Entropy Loss with Rank Weights2025.12 | 99.8 | 74.2 | 90.4 | 91.6 | 17.5 | 25 | |
| QwenOmni GeneratorType=Generator, Backbone=Qwen2.5-Omni-7B2025.12 | 99.7 | 77.2 | 86.9 | 87.5 | 14.5 | 18.2 | |
| QwenVL GeneratorType=Generator, Backbone=Qwen2.5-VL-7B2025.12 | 99.5 | 66.4 | 90.4 | 90.5 | 17.5 | 18.3 |