Narrative Reasoning on Pororo (test)
45BLEURT ScoreLogicAgent
Evaluation results
| Method | Links | |
|---|---|---|
| LogicAgentNumber of Parameters=1.7B, Model Type=Proposed Method2026.02 | 45 | |
| CENModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 44.2 | |
| Qwen3-VL-8BModel Type=Open-Source LVLM, Number of Parameters=8B2026.02 | 44 | |
| GPT-4oModel Type=Proprietary LVLM2026.02 | 43.9 | |
| Gemini 1.5 ProModel Type=Proprietary LVLM2026.02 | 43.9 | |
| NSVS-TLModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 43.9 | |
| Qwen2.5-VL-7BModel Type=Open-Source LVLM, Number of Parameters=7B2026.02 | 43.7 | |
| GITModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 43.7 | |
| NS-DRModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 43.5 | |
| VideoLLaVAModel Type=Open-Source LVLM2026.02 | 43.3 | |
| AKGNNModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 42.7 | |
| ShareGPT4VideoModel Type=Open-Source LVLM2026.02 | 42.3 | |
| SEM-POSModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 41.1 | |
| Vid2SeqModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 40 |