almanach / Biomed-Enriched-classifier

huggingface.co
Total runs: 25
24-hour runs: 0
7-day runs: 6
30-day runs: 15
Model's Last Updated: June 26 2025

Introduction of Biomed-Enriched-classifier

Model Details of Biomed-Enriched-classifier

Biomedical-Enriched Classifier

This is the model used to create the Biomed-Enriched dataset.

Model Details
  • Base Model: xlm-roberta-base
  • Model Type: Multi-task model combining multi-label classification and regression.
  • Description: This model was fine-tuned to classify paragraphs from biomedical texts for their domain and document type, and predict an educational quality score via regression.
Training

The model was trained on a set of 400,000 paragraphs from PubMed Central, which were annotated by the Llama 3.1 70B Instruct model.

Purpose

This classifier was created to scale the initial high-quality annotations to the entire PubMed Open Access dataset. This distillation process enabled the creation of the large-scale Biomed-Enriched dataset while maintaining annotation consistency.

Model Outputs

The model predicts the following outputs:

Domain (Classification)
  • Clinical
  • Biomedical
  • Other
Document Type (Classification)
  • Clinical Case
  • Study
  • Review
  • Other
Educational Quality (Regression)
  • A regression score from 1 (low quality) to 5 (high quality).

Runs of almanach Biomed-Enriched-classifier on huggingface.co

25
Total runs
0
24-hour runs
5
3-day runs
6
7-day runs
15
30-day runs

More Information About Biomed-Enriched-classifier huggingface.co Model

More Biomed-Enriched-classifier license Visit here:

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Biomed-Enriched-classifier huggingface.co

Biomed-Enriched-classifier huggingface.co is an AI model on huggingface.co that provides Biomed-Enriched-classifier's model effect (), which can be used instantly with this almanach Biomed-Enriched-classifier model. huggingface.co supports a free trial of the Biomed-Enriched-classifier model, and also provides paid use of the Biomed-Enriched-classifier. Support call Biomed-Enriched-classifier model through api, including Node.js, Python, http.

Biomed-Enriched-classifier huggingface.co Url

https://huggingface.co/almanach/Biomed-Enriched-classifier

almanach Biomed-Enriched-classifier online free

Biomed-Enriched-classifier huggingface.co is an online trial and call api platform, which integrates Biomed-Enriched-classifier's modeling effects, including api services, and provides a free online trial of Biomed-Enriched-classifier, you can try Biomed-Enriched-classifier online for free by clicking the link below.

almanach Biomed-Enriched-classifier online free url in huggingface.co:

https://huggingface.co/almanach/Biomed-Enriched-classifier

Biomed-Enriched-classifier install

Biomed-Enriched-classifier is an open source model from GitHub that offers a free installation service, and any user can find Biomed-Enriched-classifier on GitHub to install. At the same time, huggingface.co provides the effect of Biomed-Enriched-classifier install, users can directly use Biomed-Enriched-classifier installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

Biomed-Enriched-classifier install url in huggingface.co:

https://huggingface.co/almanach/Biomed-Enriched-classifier

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