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ResearchFormerly WizWand

Narrative Reasoning on VIST (test)

0.456BLEURTLogicAgent
0.376960.397480.4180.43852Feb 7, 2026
Updated 8mo ago

Evaluation results

MethodLinks
LogicAgentNumber of Parameters=1.7B, Model Type=Proposed Method2026.020.456
Qwen3-VL-8BModel Type=Open-Source LVLM, Number of Parameters=8B2026.020.448
GPT-4oModel Type=Proprietary LVLM2026.020.446
Gemini 1.5 ProModel Type=Proprietary LVLM2026.020.444
NSVS-TLModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.442
NS-DRModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.439
Qwen2.5-VL-7BModel Type=Open-Source LVLM, Number of Parameters=7B2026.020.433
CENModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.433
AKGNNModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.428
GITModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.426
ShareGPT4VideoModel Type=Open-Source LVLM2026.020.412
Vid2SeqModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.409
SEM-POSModel Type=Video Reasoning & Neuro-Symbolic Methods2026.020.385
VideoLLaVAModel Type=Open-Source LVLM2026.020.38