Answer Generation and Ranking on TRECVID VQA AG (test)
0.995nDCG (BERTScore Rank)QwenVL Generator
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| QwenVL GeneratorType=Generator, Backbone=Qwen2.5-VL-7B2025.12 | 0.995 | 0.708 | 0.896 | 0.896 | 0.157 | 0.159 | |
| QwenVL Generator+RerankerType=Generator+Reranker, Backbone=Qwen2.5-VL-7B, Reranker Strategy=Masked Pointer Cross-Entropy Loss with Rank Weights2025.12 | 0.995 | 0.718 | 0.896 | 0.897 | 0.156 | 0.161 |