InsureNER

InsureNER — Insurance Named Entity Recognition

Created by Bytical AI — AI agents that run insurance operations.

Model Description

InsureNER is a domain-specific Named Entity Recognition model for the UK insurance industry. Built on ModernBERT-base, it recognizes 13 insurance-specific entity types using BIO tagging (26 tags + O = 27 total labels).

New to These Hugging Face Repos?

INSUREOS is published as separate repos so each page stays focused:

• This page (InsureNER) contains model artifacts and usage.
• Full training code is in piyushptiwari/insureos-models.
• Training data is in piyushptiwari/insureos-training-data.
• Beginner explanation is in LEARN.md.

Entity Types (13)

Training Details

Evaluation Results

How to Use

from transformers import AutoModelForTokenClassification, AutoTokenizer, pipeline

model = AutoModelForTokenClassification.from_pretrained("piyushptiwari/InsureNER")
tokenizer = AutoTokenizer.from_pretrained("piyushptiwari/InsureNER")

ner_pipeline = pipeline("ner", model=model, tokenizer=tokenizer, aggregation_strategy="simple")

text = "Aviva policy POL-UK-2024-56789 covers John Smith at SW1A 1AA for motor insurance. Claim CLM-2024-001234 was filed on 15 March 2026 for £45,000."
entities = ner_pipeline(text)

for ent in entities:
    print(f"  {ent['entity_group']:20s} {ent['word']:30s} (score: {ent['score']:.3f})")

Learn How This Model Works

New to ML or insurance AI? We wrote a plain-English guide that explains the concepts, the data, and the actual training code behind every INSUREOS model:

• Learning guide: LEARN.md
• Training code: piyushptiwari/insureos-models — this model is trained by training/ner_model.py

Part of the INSUREOS Model Suite

This model is part of the INSUREOS — a complete AI/ML suite for insurance operations built by Bytical AI:

Citation

@misc{bytical2026insurener,
  title={InsureNER: Insurance Named Entity Recognition with ModernBERT},
  author={Bytical AI},
  year={2026},
  url={https://huggingface.co/piyushptiwari/InsureNER}
}

About Bytical AI

Bytical builds AI agents that run insurance operations — claims automation, underwriting intelligence, digital sales, and core system modernization for insurers across the UK and Europe. Microsoft AI Partner | NVIDIA | Salesforce.