Video Question Answering on MSVD-QA zero-shot
73.5AccuracyOracle-RLAIF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oracle-RLAIFFine-tuning method=RLAIF (GRPOrank), Evaluation Mode=Zero-shot2025.10 | 73.5 | 4 | |
| Video-LLaVAFine-tuning method=SFT, Evaluation Mode=Zero-shot2025.10 | 70.7 | 3.9 | |
| VideoChat2Fine-tuning method=SFT, Evaluation Mode=Zero-shot2025.10 | 70 | 3.9 | |
| LLaMA-VIDFine-tuning method=SFT, Evaluation Mode=Zero-shot2025.10 | 69.7 | 3.7 | |
| VLM-RLAIFFine-tuning method=RLAIF (PPO), Evaluation Mode=Zero-shot2025.10 | 68.5 | 3.6 | |
| BT-AdapterFine-tuning method=SFT, Evaluation Mode=Zero-shot2025.10 | 67.5 | 3.7 | |
| VLM-SFTFine-tuning method=SFT, Evaluation Mode=Zero-shot2025.10 | 67.2 | 3.6 | |
| Video-ChatGPTFine-tuning method=SFT, Evaluation Mode=Zero-shot2025.10 | 64.9 | 3.3 | |
| Oracle-DPOFine-tuning method=RLAIF (DPO), Evaluation Mode=Zero-shot2025.10 | 64.7 | 3.4 | |
| VideoLLaMAFine-tuning method=SFT, Evaluation Mode=Zero-shot2025.10 | 51.6 | 2.5 |