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LBS-27B

LBS-27B is an agentic vision-language model based on Qwen3.8-27b. It uses adaptive image-region inspection learned from synthetic GUI-grounding data and is released as a checkpoint.

What it does

Use it for visual question answering, high-resolution image perception, and GUI grounding.

Availability
Released checkpoint available as inclusionAI/LBS-27B
Pricing model
Not established
Deployment
Serve the checkpoint in a compatible vLLM environment
Privacy
Not established
Licence
Apache 2.0 for model weights and project software
Capability
analysisagents
Modality
textimagemultimodal
Access
open weightsAPI
Deployment
on-premises
Pricing
unknown
Target user
developerresearcher

Evidence

6 claims
  • LBS-27B can request up to two independent crops per turn, with a total budget of three crop calls per episode. [1]
    with a total budget of three crop calls per episode.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The model uses an observation policy learned from synthetic GUI grounding data for visual question answering. [1]
  • The released checkpoint is available as inclusionAI/LBS-27B. [1]
    More result visualizations are available in the [LBS project](https://github.com/inclusionAI/UI-Venus/tree/LBS);
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The checkpoint can be served in a compatible vLLM environment. [1]
    Serve the released checkpoint in a compatible vLLM environment.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • LBS-27B scored 89.13% on HR-Bench 4K using strict option matching. [1]
    | HR-Bench 4K | 800 | Strict option matching | **89.13** |
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Operating a live application requires a separate executor. [1]
    Grounding predicts a location; operating a live application requires a separate
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.

Sources

1
1
Hugging FaceOwner-controlled
https://huggingface.co/inclusionAI/LBS-27B Retrieved 2026-10-29 00:21 UTC
Verified

Versions

2
VersionEffectiveChangeChanged fieldsState
22026-10-29 00:21 UTCmaterial changecapability, access, availability, deploymentCurrent
12026-10-27 00:11 UTCpublicationNoneCurrent

In briefs

1

Open in the catalog

Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.