Contents

LingBot-VLA

TL;DR

Model Architecture

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Data Recipe

Data Collection

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  1. teleoperated data collected from 9 popular dual-arm robot embodiments with grippers as end-effectors.

Data Filtering

Automated Filtering

static frames at the start and end of the videos are eliminated at this stage.

Manual Review

Data Labeling

Automatic and human-refined annotation of dual-arm robot videos
Word clouds comparing atomic actions in pretraining and benchmark data
  • Video Segment: Decomposed into clips by human annotators according to predefined atomic actions.
  • Instruction Annotation: Employ Qwen3-VL-235B-A22B for precise annotation of task and sub-task instructions.

Training Recipe

Deployment

Experiments