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ResearchFormerly WizWand

Narrative Reasoning on MMIU (test)

0.306BLEURT ScoreLogicAgent
0.117760.166630.21550.26437Feb 7, 2026
Updated 8mo ago

Evaluation results

MethodLinks
LogicAgentNumber of Parameters=1.7B, Model Type=Proposed Method2026.020.306
NS-DRModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.288
NSVS-TLModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.287
ShareGPT4VideoModel Type=Open-Source LVLM2026.020.285
Qwen3-VL-8BModel Type=Open-Source LVLM, Number of Parameters=8B2026.020.28
AKGNNModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.278
Qwen2.5-VL-7BModel Type=Open-Source LVLM, Number of Parameters=7B2026.020.264
CENModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.264
VideoLLaVAModel Type=Open-Source LVLM2026.020.258
GITModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.255
GPT-4oModel Type=Proprietary LVLM2026.020.248
Vid2SeqModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.239
SEM-POSModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.215
Gemini 1.5 ProModel Type=Proprietary LVLM2026.020.125