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Profila Research Labs

An AI that answers
privacy questions
in plain language.

Innosuisse-supported research into an AI privacy assistant — award-winning work with HSLU, and the demonstrator it produced.

HSLU × Profila Published

23 Jul 2023

A Question Answering Tool for Website Privacy Policy Comprehension

HCI International 2023 · Best Paper Award · Springer LNCS 14045.

The peer-reviewed research paper. An average privacy policy takes 15 minutes to read and is written in legal jargon; instead of blindly accepting it, a person asks a question in plain language and the system returns the ranked passages that answer it. The paper benchmarks the two components — sentence-boundary detection (Stanza wins on legal text) and question-to-document matching (a light sparse BM25+ model rivals heavy neural retrievers on accuracy and speed) — and reports a first user evaluation. Authored by Mazzola, Shankar, Bless, Rodriguez, Waldis and Denzler (HSLU) with Van Roey (Profila).

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HCI International 2023 Published

23 Jul 2023

Best Paper Award — HCI for Cybersecurity, Privacy and Trust

5th International Conference on HCI-CPT · Copenhagen, July 2023.

The paper above received the Best Paper Award at the 5th International Conference on HCI for Cybersecurity, Privacy and Trust, part of HCI International 2023 in Copenhagen — recognition for the HSLU–Profila team’s approach to making privacy policies answerable.

Innosuisse Published

27 Feb 2024

P2Sr — Final Scientific Report (Innosuisse 50446.1 IP-ICT)

The funded project that produced the AI Privacy Lawyer.

The official closing report for “Profila Privacy Simplified reloaded” — a 30-month Innosuisse innovation project (research partner HSLU-Informatik, implementation partner Profila; CHF 654k Innosuisse contribution, CHF 1.14M total). It delivered the working demonstrator: a REST service where a person queries privacy policies and Swiss privacy legislation in natural language, adds their own sources, and can escalate hard questions to a legal expert for a small fee. Two peer-reviewed papers came out of it; the demonstrator was transferred to Profila.

Profila Research Labs

01 · The idea

Ask a question. Get the passage that answers it.

An average privacy policy takes 15 minutes to read and is written in legal jargon — “data controller”, “legal basis for processing”. Instead of blindly accepting it, you ask a plain-language question — “Will I get marketing emails after I accept this?” — and the system returns the ranked passages from the actual policy and legislation that answer it. You can add your own sources, and escalate a hard question to a legal expert for a small fee.

Profila Research Labs

02 · How it works

Two problems, benchmarked honestly.

The paper breaks the task into two: cutting a policy into clean sentences (sentence-boundary detection), then matching a question to the right ones (question-to-document matching). Across benchmarks, Stanza segmented legal text best, and — notably — a light, sparse BM25+ model matched or beat far heavier neural retrievers on both accuracy and speed. Simple, fast, and good enough to serve in real time.

Profila Research Labs

03 · Why a specialised model

Privacy language is its own domain.

Ask a general model to fill in “What does Migros do with my ___?” and it guesses “body” or “life”. A model tuned on privacy text answers “information” and “data”. The paper shows that training on a domain-specific corpus measurably improves comprehension — which is why the tool runs privacy-tuned models (BERT, SBERT, PrivBERT), served over a REST API with a vector database for real-time answers.

Profila Research Labs

04 · The project

Built with HSLU, funded by Innosuisse, awarded at HCII.

The work came out of “Profila Privacy Simplified reloaded”, a 30-month Innosuisse innovation project with HSLU – Lucerne University of Applied Sciences (CHF 654k Innosuisse contribution, CHF 1.14M total). It produced two peer-reviewed papers — the 2023 one won Best Paper at HCI International in Copenhagen — and a working demonstrator that was transferred to Profila.

Profila Research Labs

What the research produced

From paper to working tool

This tab is the research. It produced a working assistant that answers privacy questions in plain language, transferred to Profila as a demonstrator.