Medical NER (DeBERTa)

Text & chatUnavailable

by Communitymedical-ner-deberta

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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Status: Unavailable
Input → output: Text → Text
Developer: Community
Updated: September 23, 2026

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Playground

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Input & output

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Text

0 / 8,000

Medical text to tag with named entities

⌘/Ctrl + Enter

Output

The answer appears here.

This run

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About Medical NER (DeBERTa)

TL;DRAs of September 23, 2026

Medical NER (DeBERTa) is a model by Community in the Text & chat category. Medical NER (DeBERTa) is currently not available on Railwail.

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.

Pricing

Currently unavailable. There is no price for this model at the moment, so it cannot be run.

API

Call Medical NER (DeBERTa) with your Railwail API key. Use this model ID in the request:

medical-ner-debertaAPI documentation Get an API key

No verified API example

The public API passes a different input format than this model needs. Use the playground above.

Specifications

Model ID: medical-ner-deberta
Developer: Community
Category: Text & chat
Input: Text
Output: Text
Catalog entry updated: September 23, 2026

Input parameters

Inputs and settings from the model's input schema. The example in the API section shows which of them the API accepts.

ParameterTypeDefaultAllowed values

inputsrequired
Medical text to tag with named entities
Type: Text
Default: –
Allowed values: up to 8,000 characters

Use cases

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Frequently asked questions

What is Medical NER (DeBERTa)?

Medical NER (DeBERTa) is a model by Community in the Text & chat category. It is listed on Railwail but cannot be run at the moment.

How much does Medical NER (DeBERTa) cost on Railwail?

Medical NER (DeBERTa) cannot be run on Railwail at the moment, so there is no current price. Available alternatives with prices are listed further down this page.

Which settings does Medical NER (DeBERTa) support?

According to its input schema, Medical NER (DeBERTa) knows these parameters: inputs (up to 8,000 characters).

How fast is Medical NER (DeBERTa)?

There are not enough measured runs of Medical NER (DeBERTa) on Railwail yet to state a run time. It depends on the input, the settings and the load at the provider.

Is Medical NER (DeBERTa) better than Claude Fable 5.1?

That depends on the task. Medical NER (DeBERTa) (Community) and Claude Fable 5.1 (Anthropic) are both models in the Text & chat category. The comparison page shows their prices and specifications side by side.

Compare Medical NER (DeBERTa) and Claude Fable 5.1

Can I use Medical NER (DeBERTa) right now?

Currently unavailable. The page stays online; available alternatives from the same category are listed further down.

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