Video Generation on Physics-IQ
62Phys. IQ ScoreMAGI-1 + WMReward(∇+BoN) *
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MAGI-1 + WMReward(∇+BoN) *Reward Model=WMReward, Search Method=∇+BoN, Number of Particles=16, Official Platform Result=true2026.01 | 62 | 43.9 | 33.9 | 32.5 | 0.005 | — | — | |
| MAGI-1 + WMReward(BoN)Reward Model=WMReward, Search Method=BoN, Number of Particles=162026.01 | 60.34 | 43.5 | 32.4 | 31.6 | 0.005 | — | — | |
| MAGI-1Search Method=Vanilla2026.01 | 55.22 | 41.6 | 27.9 | 29.4 | 0.005 | — | — | |
| MAGI-1 + WMReward (∇)Reward Model=WMReward, Search Method=Grad (∇), Number of Particles=162026.01 | 55.02 | 41.4 | 27.9 | 29.2 | 0.005 | — | — | |
| MAGI-1 + VideoMAE(BoN)Reward Model=VideoMAE, Search Method=BoN, Number of Particles=162026.01 | 54.71 | 40.7 | 28.6 | 28.5 | 0.005 | — | — | |
| MAGI-1 + Qwen2.5-VL(BoN)Reward Model=Qwen2.5-VL, Search Method=BoN, Number of Particles=162026.01 | 54.71 | 41.5 | 27.2 | 29.3 | 0.005 | — | — | |
| MAGI-1 + Qwen3-VL(BoN)Reward Model=Qwen3-VL, Search Method=BoN, Number of Particles=162026.01 | 54.42 | 40.7 | 27.9 | 28.9 | 0.005 | — | — | |
| MAGI-1 + WMReward(BoN)Reward Model=WMReward, Search Method=BoN, Number of Particles=162026.01 | 36.56 | 25.3 | 23.9 | 16.2 | 0.008 | — | — | |
| MAGI-1 + WMReward(∇+BoN) *Reward Model=WMReward, Search Method=∇+BoN, Number of Particles=16, Official Platform Result=true2026.01 | 36.28 | 26.7 | 21.8 | 16.8 | 0.008 | — | — | |
| Proprio - SmotionBase Model=Hunyuan Video2026.05 | 36.09 | — | — | — | — | — | — | |
| Proprio - ShybridBase Model=Turbo2026.05 | 35.13 | — | — | — | — | — | — | |
| Proprio - ShybridBase Model=Hunyuan Video2026.05 | 35.13 | — | — | — | — | — | — | |
| Video-GPTConditioning Type=V2V, w/o. Text=true2025.05 | 34.97 | 19.8 | 24 | 14.4 | 0.007 | — | — | |
| WMRewardBase Model=Hunyuan Video2026.05 | 34.75 | — | — | — | — | — | — | |
| WMRewardBase Model=Turbo2026.05 | 34.67 | — | — | — | — | — | — | |
| Proprio - SmotionBase Model=Turbo2026.05 | 34.65 | — | — | — | — | — | — | |
| VLIPP2026.01 | 34.6 | — | — | — | — | — | — | |
| Proprio - SglobalBase Model=Turbo2026.05 | 34.48 | — | — | — | — | — | — | |
| Proprio - SglobalBase Model=Hunyuan Video2026.05 | 33.73 | — | — | — | — | — | — | |
| vLDM + WMReward(∇+BoN)Reward Model=WMReward, Search Method=∇+BoN, Number of Particles=162026.01 | 33.44 | 23.4 | 17.5 | 16.5 | 0.007 | — | — | |
| vLDM + WMReward(BoN)Reward Model=WMReward, Search Method=BoN, Number of Particles=162026.01 | 32.9 | 24.9 | 15.5 | 17 | 0.008 | — | — | |
| Proprio - ShybridBase Model=Wan2.2 5B2026.05 | 32.46 | — | — | — | — | — | — | |
| WMRewardBase Model=Wan2.2 5B2026.05 | 32.4 | — | — | — | — | — | — | |
| Proprio - SmotionBase Model=Wan2.2 5B2026.05 | 32.25 | — | — | — | — | — | — | |
| Qwen 7BBase Model=Hunyuan Video2026.05 | 32.23 | — | — | — | — | — | — | |
| RandomBase Model=Hunyuan Video2026.05 | 31.63 | — | — | — | — | — | — | |
| Proprio - SglobalBase Model=Wan2.2 5B2026.05 | 31.47 | — | — | — | — | — | — | |
| Qwen 7BBase Model=Turbo2026.05 | 31.32 | — | — | — | — | — | — | |
| RandomBase Model=Turbo2026.05 | 31.25 | — | — | — | — | — | — | |
| MAGI-1 + Qwen3-VL(BoN)Reward Model=Qwen3-VL, Search Method=BoN, Number of Particles=162026.01 | 30.21 | 24.7 | 16.1 | 14.6 | 0.01 | — | — | |
| MAGI-1 + VideoMAE(BoN)Reward Model=VideoMAE, Search Method=BoN, Number of Particles=162026.01 | 29.95 | 25.1 | 15.1 | 15.3 | 0.012 | — | — | |
| MAGI-1Search Method=Vanilla2026.01 | 29.77 | 25.2 | 14.6 | 15.1 | 0.011 | — | — | |
| MAGI-1 + WMReward(∇)Reward Model=WMReward, Search Method=Grad (∇), Number of Particles=162026.01 | 29.77 | 25.2 | 14.5 | 15.2 | 0.01 | — | — | |
| VideoPoetConditioning Type=V2V, w/o. Text=false2025.05 | 29.5 | 20.4 | 16.4 | 13.7 | 0.01 | — | — | |
| VideoPoet2026.01 | 29.5 | 20.4 | 16.4 | 13.7 | 0.01 | — | — | |
| RandomBase Model=Wan2.2 5B2026.05 | 29.45 | — | — | — | — | — | — | |
| vLDM + VideoMAE(BoN)Reward Model=VideoMAE, Search Method=BoN, Number of Particles=162026.01 | 29.42 | 22.9 | 13.2 | 15.2 | 0.009 | — | — | |
| SeineConditioning Type=V2V, w/o. Text=false2025.05 | 29.13 | 16.3 | 20.8 | 13.1 | 0.012 | — | — | |
| vLDM + Qwen3-VL(BoN)Reward Model=Qwen3-VL, Search Method=BoN, Number of Particles=162026.01 | 28.51 | 21.4 | 13.9 | 14.1 | 0.008 | — | — | |
| Qwen 7BBase Model=Wan2.2 5B2026.05 | 28.51 | — | — | — | — | — | — | |
| vLDM + WMReward (∇)Reward Model=WMReward, Search Method=Grad (∇), Number of Particles=162026.01 | 27.88 | 22.1 | 12.2 | 14.4 | 0.009 | — | — | |
| vLDMSearch Method=Vanilla2026.01 | 27.76 | 22.1 | 12 | 14.4 | 0.008 | — | — | |
| vLDM + Qwen2.5-VL(BoN)Reward Model=Qwen2.5-VL, Search Method=BoN, Number of Particles=162026.01 | 26.21 | 22.8 | 9.2 | 14.3 | 0.009 | — | — | |
| MAGI-1 + Qwen2.5-VL(BoN)Reward Model=Qwen2.5-VL, Search Method=BoN, Number of Particles=162026.01 | 24.99 | 24.1 | 9.3 | 14.1 | 0.013 | — | — | |
| Kling1.6Conditioning Type=I2V, w/o. Text=false2025.05 | 23.64 | 19.7 | 8.6 | 14.4 | 0.025 | — | — | |
| Kling1.62026.01 | 23.64 | 19.7 | 8.6 | 14.4 | 0.025 | — | — | |
| LumiereConditioning Type=V2V, w/o. Text=false2025.05 | 23 | 17 | 15.5 | 9.3 | 0.013 | — | — | |
| Lumiere2026.01 | 23 | 17 | 15.5 | 9.3 | 0.013 | — | — | |
| Gen 3Conditioning Type=I2V, w/o. Text=false2025.05 | 22.8 | 20.1 | 11.5 | 11.6 | 0.015 | — | — | |
| Gen 32026.01 | 22.8 | 20.1 | 11.5 | 11.6 | 0.015 | — | — | |
| Wan2.1Conditioning Type=I2V, w/o. Text=false2025.05 | 20.89 | 15.3 | 10 | 11.2 | 0.023 | — | — | |
| Wan2.12026.01 | 20.89 | 15.3 | 10 | 11.2 | 0.023 | — | — | |
| VideoPoet2026.01 | 20.3 | 14.1 | 12.6 | 8.7 | 0.012 | — | — | |
| Open-Sora-Plan v1.3.0Conditioning Type=I2V, w/o. Text=false2025.05 | 19.42 | 14.2 | 13.9 | 7.4 | 0.021 | — | — | |
| LumiereConditioning Type=I2V, w/o. Text=false2025.05 | 19 | 11.3 | 17.3 | 6.1 | 0.016 | — | — | |
| Lumiere2026.01 | 19 | 11.3 | 17.3 | 6.1 | 0.016 | — | — | |
| LVMConditioning Type=V2V, w/o. Text=true2025.05 | 18.02 | 10 | 14.7 | 7.7 | 0.021 | — | — | |
| SVDConditioning Type=I2V, w/o. Text=true2025.05 | 14.8 | 13.2 | 7.6 | 7.3 | 0.021 | — | — | |
| SVD2026.01 | 14.8 | 13.2 | 7.6 | 7.3 | 0.021 | — | — | |
| Pika 1.0Conditioning Type=I2V, w/o. Text=false2025.05 | 13 | 14 | 4.1 | 7.8 | 0.014 | — | — | |
| Pika 1.02026.01 | 13 | 14 | 4.1 | 7.8 | 0.014 | — | — | |
| SoraConditioning Type=I2V, w/o. Text=false2025.05 | 10 | 13.8 | 4.7 | 6.3 | 0.03 | — | — | |
| Sora2026.01 | 10 | 13.8 | 4.7 | 6.3 | 0.03 | — | — | |
| CogVideoX (Base)Type=Ours (Plug-and-Play Integration), Params=5B2026.06 | — | — | — | — | — | 30.8 | — | |
| CogVideoX (Base) + PhaseLockType=Ours (Plug-and-Play Integration), Params=5B2026.06 | — | — | — | — | — | 36 | 5.2 | |
| CogVideoX-5B2026.03 | — | — | — | — | — | 32.3 | — | |
| Cosmos3-NanoMode=I2V + WMReward (BoN)2026.06 | — | — | — | — | — | 43.8 | — | |
| Cosmos3-NanoMode=I2V2026.06 | — | — | — | — | — | 40.2 | — | |
| Cosmos3-SuperMode=I2V + WMReward (BoN)2026.06 | — | — | — | — | — | 48.9 | — | |
| Cosmos3-SuperMode=I2V2026.06 | — | — | — | — | — | 43.8 | — | |
| LTX-Video (Base)Type=Ours (Plug-and-Play Integration), Params=2B2026.06 | — | — | — | — | — | 26.4 | — | |
| LTX-Video (Base) + PhaseLockType=Ours (Plug-and-Play Integration), Params=2B2026.06 | — | — | — | — | — | 32 | 5.6 | |
| LumiereType=Proprietary Models2026.06 | — | — | — | — | — | 19 | — | |
| MAGI-1Type=Open-Source Models, Params=24B2026.06 | — | — | — | — | — | 30.2 | — | |
| PhysAlign2026.03 | — | — | — | — | — | 38.1 | — | |
| Runway Gen-3 AlphaType=Proprietary Models2026.06 | — | — | — | — | — | 22.8 | — | |
| SoraType=Proprietary Models2026.06 | — | — | — | — | — | 10 | — | |
| Sora2 (Closed-sourced)Mode=I2V + WMReward (BoN)2026.06 | — | — | — | — | — | 46.4 | — | |
| Sora2 (Closed-sourced)Mode=I2V2026.06 | — | — | — | — | — | 42.3 | — | |
| Stable Video DiffusionType=Open-Source Models, Params=3B2026.06 | — | — | — | — | — | 14.8 | — | |
| VideoPoetType=Proprietary Models2026.06 | — | — | — | — | — | 20.3 | — | |
| Wan 2.1 (Base)Type=Ours (Plug-and-Play Integration), Params=14B2026.06 | — | — | — | — | — | 20.9 | — | |
| Wan 2.1 (Base) + PhaseLockType=Ours (Plug-and-Play Integration), Params=14B2026.06 | — | — | — | — | — | 28.7 | 7.8 | |
| Wan 2.1 Distilled (LightX2V, 4-step)Type=Ours (Plug-and-Play Integration), Params=14B2026.06 | — | — | — | — | — | 27.7 | — | |
| Wan 2.1 Distilled (LightX2V, 4-step) + PhaseLockType=Ours (Plug-and-Play Integration), Params=14B2026.06 | — | — | — | — | — | 29.4 | 1.7 | |
| Wan2.22026.03 | — | — | — | — | — | 29.6 | — | |
| Wan2.2-A14B (Open-sourced)Mode=I2V + WMReward (BoN)2026.06 | — | — | — | — | — | 44.4 | — | |
| Wan2.2-A14B (Open-sourced)Mode=I2V2026.06 | — | — | — | — | — | 38.3 | — | |
| Wan2.2I2V+LoRAadapter=LoRA2026.03 | — | — | — | — | — | 34.5 | — |