Skip to page content
SAVRN
Search Plan a project

Independent publisher

Ivan Ojok

IvanOjok

Models in Library1
Datasets in Library0
Models on Hugging Face3
Followers—

Compare the published evidence

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.

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

This model is a LoRA finetuned Qwen model that employs production rules to ensure strictt rule compliance with Grade2 Braille rules and outperforms a neural-only model on UEB compliance metrics like compliance, capitalization, punctuation, numeric, and OOV accuracy. These individual metrics form the model's recall. The precision score of the model (accounts for character insertions in the outputs differing from references) is also way better than the stand-alone neural model.

Open weights apache-2.0 494M parameters 32,768 tokens