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Future Video Reasoning on FutureBench 2-Hop

86.5AccuracyFUTURE-L1
23.99640.22356.4572.677Jun 4, 2026

Evaluation results

MethodLinks
FUTURE-L1Size=8B, Method=SFT+RL, Frames=322026.0686.5
Video-CoESize=7B, Method=SFT+RL, Frames=322026.0683.9
Video-o3Size=7B, Method=SFT+RL, Frames=322026.0673.6
FUTURE-L1Size=8B, Method=SFT, Frames=322026.0673.1
Qwen3-VLSize=30B-A3B, Method=Zero-Shot, Frames=322026.0670.5
NEPSize=7B, Method=SFT+RL, Frames=322026.0669.9
VideoAuto-R1Size=8B, Method=SFT+RL, Frames=322026.0669.4
Qwen2.5-VL-InstructSize=72B, Method=Zero-Shot, Frames=322026.0668.4
SwimBirdSize=8B, Method=SFT, Frames=322026.0666.8
Text-Only SFTSize=8B, Method=SFT, Frames=322026.0666.8
Qwen3-VL-InstructSize=8B, Method=Zero-Shot, Frames=322026.0665.8
Video-R1Size=7B, Method=SFT+RL, Frames=322026.0665.3
GPT-4oSize=–, Method=Zero-Shot, Frames=322026.0661.7
MiMo-VLSize=7B, Method=Zero-Shot, Frames=322026.0659.6
InternVL3Size=8B, Method=Zero-Shot, Frames=322026.0658
GPT-5Size=–, Method=Zero-Shot, Frames=322026.0657.3
Qwen2.5-VL-InstructSize=7B, Method=Zero-Shot, Frames=322026.0657
Video-RFTSize=7B, Method=SFT+RL, Frames=322026.0653.9
LLaVA-NeXT-VideoSize=7B, Method=Zero-Shot, Frames=322026.0649.3
MonetSize=7B, Method=SFT+RL, Frames=322026.0647.2
GLM-4.1VSize=9B, Method=Zero-Shot, Frames=322026.0641.9
LVRSize=7B, Method=SFT+RL, Frames=322026.0626.4