Narrative Reasoning on WebQA (test)
0.623BLEURTLogicAgent
Evaluation Results
| Method | Links | |
|---|---|---|
| LogicAgentNumber of Parameters=1.7B, Model Type=Proposed Method2026.02 | 0.623 | |
| CENModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.613 | |
| NSVS-TLModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.612 | |
| NS-DRModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.608 | |
| Qwen3-VL-8BModel Type=Open-Source LVLM, Number of Parameters=8B2026.02 | 0.605 | |
| GITModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.605 | |
| GPT-4oModel Type=Proprietary LVLM2026.02 | 0.603 | |
| Gemini 1.5 ProModel Type=Proprietary LVLM2026.02 | 0.599 | |
| Qwen2.5-VL-7BModel Type=Open-Source LVLM, Number of Parameters=7B2026.02 | 0.594 | |
| Vid2SeqModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.587 | |
| ShareGPT4VideoModel Type=Open-Source LVLM2026.02 | 0.585 | |
| SEM-POSModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.58 | |
| AKGNNModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.58 | |
| VideoLLaVAModel Type=Open-Source LVLM2026.02 | 0.563 |