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ResearchFormerly WizWand

Future Video Reasoning on FutureBench 3-Hop

86.6AccuracyFUTURE-L1
20.35237.55154.7571.949Jun 4, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FUTURE-L1Size=8B, Method=SFT+RL, Frames=322026.0686.6
FUTURE-L1Size=8B, Method=SFT, Frames=322026.0677.6
Qwen3-VLSize=30B-A3B, Method=Zero-Shot, Frames=322026.0676.1
GPT-4oSize=–, Method=Zero-Shot, Frames=322026.0672.1
Video-CoESize=7B, Method=SFT+RL, Frames=322026.0671.6
Text-Only SFTSize=8B, Method=SFT, Frames=322026.0668.2
VideoAuto-R1Size=8B, Method=SFT+RL, Frames=322026.0667.7
Qwen3-VL-InstructSize=8B, Method=Zero-Shot, Frames=322026.0666.2
SwimBirdSize=8B, Method=SFT, Frames=322026.0664.7
Qwen2.5-VL-InstructSize=72B, Method=Zero-Shot, Frames=322026.0663.7
NEPSize=7B, Method=SFT+RL, Frames=322026.0663.7
InternVL3Size=8B, Method=Zero-Shot, Frames=322026.0663.2
Video-o3Size=7B, Method=SFT+RL, Frames=322026.0663.2
GPT-5Size=–, Method=Zero-Shot, Frames=322026.0662.6
Video-R1Size=7B, Method=SFT+RL, Frames=322026.0661.2
GLM-4.1VSize=9B, Method=Zero-Shot, Frames=322026.0652.2
Video-RFTSize=7B, Method=SFT+RL, Frames=322026.0650.7
MiMo-VLSize=7B, Method=Zero-Shot, Frames=322026.0650.5
Qwen2.5-VL-InstructSize=7B, Method=Zero-Shot, Frames=322026.0650.2
MonetSize=7B, Method=SFT+RL, Frames=322026.0645.3
LLaVA-NeXT-VideoSize=7B, Method=Zero-Shot, Frames=322026.0640
LVRSize=7B, Method=SFT+RL, Frames=322026.0622.9