Decision summary
VLA training
Training data requirements are not structured enough for reliable dataset matching.
Verify repository and artifact licenses.
Evidence profile
A visual read of adoption evidence. Scores describe catalog evidence readiness, not task performance.
Published evaluation
3/6
dimensions scored
Unknown evidence remains visible and is never treated as a zero.
Why these scores
The strongest decision reasons behind the evidence profile.
Artifact availability
UsefulCheckpoint files were verified in the official repository metadata.
Training and loading reproducibility
UsefulConfiguration files are present; runtime loading is not tested.
Evaluation evidence
UnknownNo structured evaluation evidence has been verified.
Data requirements
Declared loop-data needs, missing evidence, and the next checks that matter.
Observation / ego video
Needs visual observations or other state streams before this model direction is actionable.
Language intent / task phase
Needs task intent, instructions, keysteps, or phase labels to connect behavior to goals.
Action / robot state
Needs executable actions, robot state, hand pose, or trajectory supervision.
Future state / dynamics
Needs future-state supervision or rollout structure to validate predictive dynamics.
Critical gaps
- Observation / ego video: Needs visual observations or other state streams before this model direction is actionable.
- Language intent / task phase: Needs task intent, instructions, keysteps, or phase labels to connect behavior to goals.
- Action / robot state: Needs executable actions, robot state, hand pose, or trajectory supervision.
Linked datasets
Signal-level links only. Verify runtime interfaces before use.
No related catalog datasets are linked to this model yet.
More evidenceShowHide
Additional data signals
Feedback / correction / failure
Needs success, failure, correction, or recovery signals to turn evaluation into better data.
Sim-real / embodiment metadata
Needs embodiment, calibration, or sim-real pairing metadata for transfer analysis.
Additional decision dimensions
License or access terms are not verified.
— · c20Training data requirements are not structured enough for reliable dataset matching.
— · c15Hardware, latency, dependencies, and checkpoint loading are not pipeline-tested.
70 · c55Artifact facts
- availability
- metadata_verified
- open
- repository metadata
- repository.files
- metadata_verified
- .gitattributes · README.md · assets/Teaser.png · config.json · lingbotvla_cli.yaml · model.safetensors
- repository file tree
- model.weight_files
- metadata_verified
- repository: robbyant/lingbot-vla-4b-posttrain-robotwin · count: 1 · sample files: model.safetensors
- Hugging Face model metadata siblings
- model.checkpoint_files
- metadata_verified
- repository: robbyant/lingbot-vla-4b-posttrain-robotwin · count: 1 · sample files: model.safetensors
- Hugging Face model metadata checkpoint files
- model.config_files
- metadata_verified
- repository: robbyant/lingbot-vla-4b-posttrain-robotwin · count: 1 · sample files: config.json
- Hugging Face model metadata siblings
- release_timing
- metadata_verified
- 2026-03-09T07:06:36.000Z
- Existing published Catalog release-date evidence
OpenBot notes
- License must be verified before commercial use