Periodic Question Answering on Drive-QA
28.71MAEPeriod-LLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Period-LLMLLM=LLaMA-7B, Evaluation Protocol=Fine-tune2025.05 | 28.71 | 105.54 | |
| FrozenBiLMLLM=DeBERTa-V2, Evaluation Protocol=Fine-tune2025.05 | 29.44 | 110.56 | |
| VideoChatLLM=Vicuna-7B, Evaluation Protocol=Fine-tune2025.05 | 30.12 | 115.23 | |
| LLaMA-AdapterLLM=LLaMA-7B, Evaluation Protocol=Fine-tune2025.05 | 30.28 | 118.79 | |
| FrozenBiLMLLM=DeBERTa-V2, Evaluation Protocol=Zero-shot2025.05 | 30.88 | 120.56 | |
| Period-LLMLLM=LLaMA-7B, Evaluation Protocol=Zero-shot2025.05 | 30.88 | 108.74 | |
| VideoLLaMALLM=Vicuna-7B, Evaluation Protocol=Fine-tune2025.05 | 31.22 | 121.55 | |
| LLaMA-AdapterLLM=LLaMA-7B, Evaluation Protocol=Zero-shot2025.05 | 31.26 | 125.42 | |
| BT-AdapterLLM=Vicuna-7B, Evaluation Protocol=Fine-tune2025.05 | 31.31 | 107.65 | |
| LLaMA-VIDLLM=Vicuna-7B, Evaluation Protocol=Fine-tune2025.05 | 32.45 | 109.87 | |
| VideoChatLLM=Vicuna-7B, Evaluation Protocol=Zero-shot2025.05 | 32.67 | 126.88 | |
| Video-ChatGPTLLM=Vicuna-7B, Evaluation Protocol=Fine-tune2025.05 | 33.28 | 112.35 | |
| BT-AdapterLLM=Vicuna-7B, Evaluation Protocol=Zero-shot2025.05 | 34.21 | 110.24 | |
| LLaMA-VIDLLM=Vicuna-7B, Evaluation Protocol=Zero-shot2025.05 | 34.98 | 114.33 | |
| VideoLLaMALLM=Vicuna-7B, Evaluation Protocol=Zero-shot2025.05 | 35.45 | 130.67 | |
| Video-ChatGPTLLM=Vicuna-7B, Evaluation Protocol=Zero-shot2025.05 | 38.18 | 118.29 |