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Lein Enterprises

leinenterprises

Models in Library1
Datasets in Library0
Models on Hugging Face1
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This profile connects the 1 model and dataset record shown below to their upstream cards and sources. The library counts describe SAVRN's coverage, rather than this publisher's entire output.

Published tasks: Image and text to text.

Reported licenses: apache-2.0. Open a record to review its specific license and conditions.

Compare model specifications, source dates, and hardware estimates on the individual records. Publisher identity verification is separate from a model's quality, deployment readiness, or suitability for your work.

Models

Model · Image and text to text

Herbert_v0.5

Lein Enterprises

A LoRA on Qwen/Qwen3.8-27B for typed decisions over text and images. It continues from e12ex2/jev-vision-27b and adds training on synthetic decision questions whose answers are known by construction. Give it a state (text, images, or both), a question and a list of options; it returns a probability for every option from one forward pass. Nothing is generated. Decision Index 0.3, public vision suite (12,210 rows, all answered), official kit: Options are labelled A, B, C,... in the prompt; the answer is read from the label logits at the answer position and softmaxed over the listed options only. Up to 624 options per question (A-Z, a-z, 0-9, then single-token two-letter labels); larger…

Open weights apache-2.0 peft