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ResearchFormerly WizWand

Narrative Reasoning on WebQA (test)

0.623BLEURTLogicAgent
0.56060.57680.5930.6092Feb 7, 2026
Updated 8mo ago

Evaluation results

MethodLinks
LogicAgentNumber of Parameters=1.7B, Model Type=Proposed Method2026.020.623
CENModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.613
NSVS-TLModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.612
NS-DRModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.608
Qwen3-VL-8BModel Type=Open-Source LVLM, Number of Parameters=8B2026.020.605
GITModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.605
GPT-4oModel Type=Proprietary LVLM2026.020.603
Gemini 1.5 ProModel Type=Proprietary LVLM2026.020.599
Qwen2.5-VL-7BModel Type=Open-Source LVLM, Number of Parameters=7B2026.020.594
Vid2SeqModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.587
ShareGPT4VideoModel Type=Open-Source LVLM2026.020.585
SEM-POSModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.58
AKGNNModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.58
VideoLLaVAModel Type=Open-Source LVLM2026.020.563