BenchmarkPAW-GEN-10
Environmente09Open the toolbox with a screwdriver
- Episodes
- GR00T N1.7 30 Claude Fable 5.2 (D10) 30 Claude Opus 5.5 (D10) 30 DiT-Flow 30 Gemini 4 Argon (D10) 30 GPT-6 Astra (D10) 30 MolmoAct 2 30 Pi 0.5 30 Rho 30
- Total duration
- GR00T N1.7 16:56 Claude Fable 5.2 (D10) 125:01 Claude Opus 5.5 (D10) 125:46 DiT-Flow 20:35 Gemini 4 Argon (D10) 69:12 GPT-6 Astra (D10) 58:41 MolmoAct 2 14:39 Pi 0.5 20:15 Rho 22:27
- Mean duration
- GR00T N1.7 33.9 s Claude Fable 5.2 (D10) 250.0 s Claude Opus 5.5 (D10) 251.5 s DiT-Flow 41.2 s Gemini 4 Argon (D10) 138.4 s GPT-6 Astra (D10) 117.4 s MolmoAct 2 29.3 s Pi 0.5 40.5 s Rho 44.9 s
- Success
- GR00T N1.7 20% Claude Fable 5.2 (D10) 70% Claude Opus 5.5 (D10) 17% DiT-Flow 30% Gemini 4 Argon (D10) 0% GPT-6 Astra (D10) 0% MolmoAct 2 17% Pi 0.5 27% Rho 87%
- Manipulation density
- GR00T N1.7 Share of time manipulating, five definitionsJoints moving99.8%End-effector moving97.2%Gripper engaged75.1%Contact force > 5 N79.3%Gripper engaged or in contact96.0% Claude Fable 5.2 (D10) Share of time manipulating, five definitionsJoints moving90.3%End-effector moving68.3%Gripper engaged73.5%Contact force > 5 N46.5%Gripper engaged or in contact85.4% Claude Opus 5.5 (D10) Share of time manipulating, five definitionsJoints moving88.8%End-effector moving66.4%Gripper engaged66.1%Contact force > 5 N73.5%Gripper engaged or in contact90.8% DiT-Flow Share of time manipulating, five definitionsJoints moving97.1%End-effector moving86.6%Gripper engaged76.4%Contact force > 5 N83.7%Gripper engaged or in contact96.7% Gemini 4 Argon (D10) Share of time manipulating, five definitionsJoints moving50.4%End-effector moving41.7%Gripper engaged8.2%Contact force > 5 N64.6%Gripper engaged or in contact66.1% GPT-6 Astra (D10) Share of time manipulating, five definitionsJoints moving88.7%End-effector moving66.7%Gripper engaged46.2%Contact force > 5 N48.1%Gripper engaged or in contact67.7% MolmoAct 2 Share of time manipulating, five definitionsJoints moving99.9%End-effector moving95.3%Gripper engaged70.9%Contact force > 5 N85.3%Gripper engaged or in contact97.1% Pi 0.5 Share of time manipulating, five definitionsJoints moving100.0%End-effector moving99.3%Gripper engaged78.0%Contact force > 5 N86.3%Gripper engaged or in contact97.7% Rho Share of time manipulating, five definitionsJoints moving100.0%End-effector moving99.3%Gripper engaged72.9%Contact force > 5 N87.9%Gripper engaged or in contact96.0%
- SPARC smoothness
- GR00T N1.7 Spectral arc length of the motionHow directly the arm moved, read from the shape of its speed spectrum. Unitless measure ≤ -1; the closer to -1, the smoother.The measure ignores how large a movement is, so a large and a small one compare directly. Shown here as the mean over this environment's measured episodes.Cutoff10 HzAmplitude threshold5%Zero-padding16×Signalend-effector translationBalasubramanian et al., On the analysis of movement smoothness, J Neuroeng Rehabil 2015. Claude Fable 5.2 (D10) Spectral arc length of the motionHow directly the arm moved, read from the shape of its speed spectrum. Unitless measure ≤ -1; the closer to -1, the smoother.The measure ignores how large a movement is, so a large and a small one compare directly. Shown here as the mean over this environment's measured episodes.Cutoff10 HzAmplitude threshold5%Zero-padding16×Signalend-effector translationBalasubramanian et al., On the analysis of movement smoothness, J Neuroeng Rehabil 2015. Claude Opus 5.5 (D10) Spectral arc length of the motionHow directly the arm moved, read from the shape of its speed spectrum. Unitless measure ≤ -1; the closer to -1, the smoother.The measure ignores how large a movement is, so a large and a small one compare directly. Shown here as the mean over this environment's measured episodes.Cutoff10 HzAmplitude threshold5%Zero-padding16×Signalend-effector translationBalasubramanian et al., On the analysis of movement smoothness, J Neuroeng Rehabil 2015. DiT-Flow Spectral arc length of the motionHow directly the arm moved, read from the shape of its speed spectrum. Unitless measure ≤ -1; the closer to -1, the smoother.The measure ignores how large a movement is, so a large and a small one compare directly. Shown here as the mean over this environment's measured episodes.Cutoff10 HzAmplitude threshold5%Zero-padding16×Signalend-effector translationBalasubramanian et al., On the analysis of movement smoothness, J Neuroeng Rehabil 2015. Gemini 4 Argon (D10) Spectral arc length of the motionHow directly the arm moved, read from the shape of its speed spectrum. Unitless measure ≤ -1; the closer to -1, the smoother.The measure ignores how large a movement is, so a large and a small one compare directly. Shown here as the mean over this environment's measured episodes.Cutoff10 HzAmplitude threshold5%Zero-padding16×Signalend-effector translationBalasubramanian et al., On the analysis of movement smoothness, J Neuroeng Rehabil 2015. GPT-6 Astra (D10) Spectral arc length of the motionHow directly the arm moved, read from the shape of its speed spectrum. Unitless measure ≤ -1; the closer to -1, the smoother.The measure ignores how large a movement is, so a large and a small one compare directly. Shown here as the mean over this environment's measured episodes.Cutoff10 HzAmplitude threshold5%Zero-padding16×Signalend-effector translationBalasubramanian et al., On the analysis of movement smoothness, J Neuroeng Rehabil 2015. MolmoAct 2 Spectral arc length of the motionHow directly the arm moved, read from the shape of its speed spectrum. Unitless measure ≤ -1; the closer to -1, the smoother.The measure ignores how large a movement is, so a large and a small one compare directly. Shown here as the mean over this environment's measured episodes.Cutoff10 HzAmplitude threshold5%Zero-padding16×Signalend-effector translationBalasubramanian et al., On the analysis of movement smoothness, J Neuroeng Rehabil 2015. Pi 0.5 Spectral arc length of the motionHow directly the arm moved, read from the shape of its speed spectrum. Unitless measure ≤ -1; the closer to -1, the smoother.The measure ignores how large a movement is, so a large and a small one compare directly. Shown here as the mean over this environment's measured episodes.Cutoff10 HzAmplitude threshold5%Zero-padding16×Signalend-effector translationBalasubramanian et al., On the analysis of movement smoothness, J Neuroeng Rehabil 2015. Rho Spectral arc length of the motionHow directly the arm moved, read from the shape of its speed spectrum. Unitless measure ≤ -1; the closer to -1, the smoother.The measure ignores how large a movement is, so a large and a small one compare directly. Shown here as the mean over this environment's measured episodes.Cutoff10 HzAmplitude threshold5%Zero-padding16×Signalend-effector translationBalasubramanian et al., On the analysis of movement smoothness, J Neuroeng Rehabil 2015.
Episode
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