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2.6
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2.7
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2.9
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3
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3.1
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3.2
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3.266667
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3.3
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End of preview. Expand in Data Studio

Spa-Bench physical rollouts — GR00T-N1.7 Frozen LLM

Physical SO-101 rollout recordings for the epoch-12 GR00T-N1.7 Frozen LLM Spa-Bench checkpoint. The LLM parameters were frozen; visual, multimodal, and diffusion-action components were adapted.

Scope and counts

This is a complete Spa-Bench evaluation: 900 episodes, comprising 300 primary withheld/OOD spatial trials and 600 diagnostic/control trials. The repository contains 830,614 frames, 356 unique instruction strings, two 480×640 RGB streams, and six-dimensional state/action at 30 FPS.

Reported physical results

Condition Successes Rate
Familiar/in-distribution 81/120 67.5%
All withheld/OOD spatial configurations 133/300 44.3%
Matched OOD subset 50/120 41.7%
Matched direct-manipulation controls 98/120 81.7%

Non-gripper deployment actions used the causal filter filtered = 0.25 × current + 0.75 × previous_filtered, initialized from the measured state and reset for each rollout. Outcome labels and analysis groupings are maintained in the Spa-Bench evaluation spreadsheets, not as a frame-level success field in this LeRobot dataset.

Structure and use

Each trajectory stores the instruction/task index, six absolute SO-101 joint positions for state and action, and synchronized middle/wrist video. This is an evaluation record intended for audit, replay, qualitative failure analysis, and benchmark reproduction.

The results apply only to the linked checkpoint and physical protocol. The motion-trimmed training data and deployment smoothing are policy-specific choices, so cross-family results are not a controlled architecture ablation. Do not train on these trajectories and report the same rollouts as held-out performance. Deployment requires safeguards and human supervision.

Citation

Please cite the completed Spa-Bench MSc report and the thesis artifact.

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