aitrainingdatabroker/inbound-inquiry-intent-classifier

Inbound Inquiry Intent Classifier

Reads an inbound message to a data business and names its intent out of eight: seller_interest, buyer_request, referral_offer, press_media, vendor_pitch, support_question, opt_out or spam.

Every name, number and sentence it was trained on is made up. Nothing comes from a real person, customer or business.

Why it exists

Sorting an inbox by intent lets the right person answer first, and makes sure an opt-out is never missed.

Use it

from transformers import pipeline

classify = pipeline("text-classification", model="aitrainingdatabroker/inbound-inquiry-intent-classifier", top_k=3)
print(classify("Please take our company off your mailing list and confirm it is done."))

How it was trained

Fine-tuned from distilroberta-base for 6 epochs on one RTX 3070. Training data: 458 rows from synthetic-inbound-inquiries-by-intent, all invented, with test rows built from templates the model never saw in training. The scripts that built the data and trained the model are in source/; the full scores are in scores.json.

Test scores

On 154 held-out rows: accuracy 1.0, macro F1 1.0.

Label	F1	Count
buyer_request	1.0	20
opt_out	1.0	18
press_media	1.0	19
referral_offer	1.0	19
seller_interest	1.0	20
spam	1.0	20
support_question	1.0	18
vendor_pitch	1.0	20

Limits

• Trained only on invented text from templates, with test sentences built from templates it never saw. Real text varies far more.
• Never use it alone to suppress a real message: an opt_out or spam guess should be confirmed by a person.
• A score of 1.0 on generated text says little about real text: the test sentences are new templates, but they are written in the same plain style. Test it on a labelled sample of your own.
• This model is not legal advice and not a certification. A person should review its output before anything is shared or decided, and your counsel decides what a rule requires.

Read more

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License and credit

Apache 2.0. Please credit AI Training Data Broker and link to https://aitrainingdatabroker.com/ when you share or build on it.

About

AI Training Data Broker is a broker and technical advisor for companies that sell or license their data to AI labs. It guides the technical side, including export, format, de-identification and compliance, and publishes free guides, checklists and tools.