Narrative Reasoning on VIST (test)
0.456BLEURTLogicAgent
Evaluation Results
| Method | Links | |
|---|---|---|
| LogicAgentNumber of Parameters=1.7B, Model Type=Proposed Method2026.02 | 0.456 | |
| Qwen3-VL-8BModel Type=Open-Source LVLM, Number of Parameters=8B2026.02 | 0.448 | |
| GPT-4oModel Type=Proprietary LVLM2026.02 | 0.446 | |
| Gemini 1.5 ProModel Type=Proprietary LVLM2026.02 | 0.444 | |
| NSVS-TLModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.442 | |
| NS-DRModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.439 | |
| Qwen2.5-VL-7BModel Type=Open-Source LVLM, Number of Parameters=7B2026.02 | 0.433 | |
| CENModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.433 | |
| AKGNNModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.428 | |
| GITModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.426 | |
| ShareGPT4VideoModel Type=Open-Source LVLM2026.02 | 0.412 | |
| Vid2SeqModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.409 | |
| SEM-POSModel Type=Video Reasoning & Neuro-Symbolic Methods2026.02 | 0.385 | |
| VideoLLaVAModel Type=Open-Source LVLM2026.02 | 0.38 |