VLAOpen

lingbot-video-dense-1.3b

robbyant

Official model catalog record.

Code: Unverified
Weights: Available
Checkpoint: Available
License: apache-2.0

Weights

Decision summary

Best for

Model research and source verification

Main blocker

Training data requirements are not structured enough for reliable dataset matching.

Next check

Run a checkpoint loading smoke test before marking the model pipeline-tested.

Evidence profile

A visual read of adoption evidence. Scores describe catalog evidence readiness, not task performance.

Published evaluation

4/6

dimensions scored

Unknown evidence remains visible and is never treated as a zero.

Access and governance75conf. 85

Artifact availability90conf. 90

Training and loading reproducibility70conf. 65

Training data requirementsNot scoredconf. 70

Evaluation evidenceNot scoredconf. 10

Deployment readiness70conf. 55

Why these scores

The strongest decision reasons behind the evidence profile.

Top 3 adoption signals

Artifact availability

Useful

Checkpoint files were verified in the official repository metadata.

90 · confidence 90

Training and loading reproducibility

Useful

Configuration files are present; runtime loading is not tested.

70 · confidence 65

Evaluation evidence

Unknown

No structured evaluation evidence has been verified.

— · confidence 10

Data requirements

Declared loop-data needs, missing evidence, and the next checks that matter.

1 required categories

Observation / ego video

video · diffusers:LingBotVideoPipeline

required

Critical gaps

Core categories are represented. Interface alignment and data quality still require verification.

Linked datasets

Signal-level links only. Verify runtime interfaces before use.

Browse datasets

No related catalog datasets are linked to this model yet.

More evidenceShow

Additional decision dimensions

Access and governanceUseful

Access and license are declared by the source.

75 · c85

Training data requirementsUnknown

Training data requirements are not structured enough for reliable dataset matching.

— · c70

Deployment readinessUseful

Hardware, latency, dependencies, and checkpoint loading are not pipeline-tested.

70 · c55

Artifact facts

availability: metadata_verified; open; repository metadata
repository.files: metadata_verified; .gitattributes · README.md · model_index.json · model_index.json.bak_lingbot_video_diffusers · processor/README.md · processor/chat_template.json · processor/config.json · processor/configuration.json · processor/generation_config.json · processor/merges.txt · processor/preprocessor_config.json · processor/tokenizer.json · processor/tokenizer_config.json · processor/video_preprocessor_config.json · processor/vocab.json · scheduler/scheduler_config.json · scheduling_flow_unipc.py · text_encoder/README.md · text_encoder/chat_template.json · text_encoder/config.json · text_encoder/configuration.json · text_encoder/generation_config.json · text_encoder/merges.txt · text_encoder/model-00001-of-00002.safetensors · text_encoder/model-00002-of-00002.safetensors · text_encoder/model.safetensors.index.json · text_encoder/preprocessor_config.json · text_encoder/tokenizer.json · text_encoder/tokenizer_config.json · text_encoder/video_preprocessor_config.json · text_encoder/vocab.json · transformer/config.json · transformer/diffusion_pytorch_model.safetensors · vae/config.json · vae/diffusion_pytorch_model.safetensors; repository file tree
dataset.signals: official_claim; video · diffusers:LingBotVideoPipeline; README/card declaration
model.weight_files: metadata_verified; repository: robbyant/lingbot-video-dense-1.3b · count: 4 · sample files: text_encoder/model-00001-of-00002.safetensors · text_encoder/model-00002-of-00002.safetensors · transformer/diffusion_pytorch_model.safetensors · vae/diffusion_pytorch_model.safetensors; Hugging Face model metadata siblings
model.checkpoint_files: metadata_verified; repository: robbyant/lingbot-video-dense-1.3b · count: 4 · sample files: text_encoder/model-00001-of-00002.safetensors · text_encoder/model-00002-of-00002.safetensors · transformer/diffusion_pytorch_model.safetensors · vae/diffusion_pytorch_model.safetensors; Hugging Face model metadata checkpoint files
model.config_files: metadata_verified; repository: robbyant/lingbot-video-dense-1.3b · count: 10 · sample files: processor/config.json · processor/generation_config.json · processor/preprocessor_config.json · processor/tokenizer_config.json · text_encoder/config.json · text_encoder/generation_config.json · text_encoder/preprocessor_config.json · text_encoder/tokenizer_config.json · transformer/config.json · vae/config.json; Hugging Face model metadata siblings
model.required_signals: official_claim; video · diffusers:LingBotVideoPipeline; Official model documentation and curated signal mapping
license.weights: metadata_verified; apache-2.0; Hugging Face model card license metadata
license: metadata_verified; apache-2.0; Hugging Face model card license metadata
release_timing: metadata_verified; 2026-07-08T13:15:17.000Z; Existing published Catalog release-date evidence

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