Medical NER (DeBERTa)

Popular
huggingface
Text & Chat

Token-classification model that extracts 41 medical entity types from clinical text, such as disease, medication, dosage, frequency, lab test, sign and symptom. Fine-tuned on a DeBERTa v3 base, which gives more accurate spans than older BERT-based taggers on the same corpus.

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TL;DR·Last updated June 24, 2026

Medical NER (DeBERTa) is text & chat AI model from huggingface, priced at €0.000 per 1M input tokens with a unknown context window.

About this model

Medical-NER fine-tunes DeBERTa v3 to label 41 entity classes in clinical and medical case text, including diseases, medications with dosage and frequency, lab tests, procedures, anatomical sites and symptoms. The DeBERTa backbone improves boundary detection over older BERT NER models. It is a popular choice for turning free-text notes into structured fields for search, coding and analytics pipelines.
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0.7

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Pricing

Price per Generation
Per generation€1.00

API Integration

Use our OpenAI-compatible API to integrate Medical NER (DeBERTa) into your application.

Install
npm install railwail
JavaScript / TypeScript
import railwail from "railwail";

const rw = railwail("YOUR_API_KEY");

// Simple — just pass a string
const reply = await rw.run("medical-ner-deberta", "Hello! What can you do?");
console.log(reply);

// With message history
const reply2 = await rw.run("medical-ner-deberta", [
  { role: "system", content: "You are a helpful assistant." },
  { role: "user", content: "Explain quantum computing simply." },
]);
console.log(reply2);

// Full response with usage info
const res = await rw.chat("medical-ner-deberta", [
  { role: "user", content: "Hello!" },
], { temperature: 0.7, max_tokens: 500 });
console.log(res.choices[0].message.content);
console.log(res.usage);
Specifications
Price
€1.00
Developer
huggingface
Category
Text & Chat
Supported Formats
text
Tags
medical
research
nlp
huggingface
ner
token-classification
deberta
clinical

Frequently asked questions

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