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ResearchFormerly WizWand

Narrative Reasoning on Ego4D (test)

0.48BLEURTLogicAgent
0.435280.446890.45850.47011Feb 7, 2026
Updated 8mo ago

Evaluation results

MethodLinks
LogicAgentNumber of Parameters=1.7B, Model Type=Proposed Method2026.020.48
Qwen3-VL-8BModel Type=Open-Source LVLM, Number of Parameters=8B2026.020.476
CENModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.472
NSVS-TLModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.471
Qwen2.5-VL-7BModel Type=Open-Source LVLM, Number of Parameters=7B2026.020.47
GITModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.469
GPT-4oModel Type=Proprietary LVLM2026.020.468
Vid2SeqModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.466
NS-DRModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.465
ShareGPT4VideoModel Type=Open-Source LVLM2026.020.462
AKGNNModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.457
Gemini 1.5 ProModel Type=Proprietary LVLM2026.020.454
SEM-POSModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.449
VideoLLaVAModel Type=Open-Source LVLM2026.020.437