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andrejs2/README.md

Hi, I'm Andrej Seršen 👋

Lawyer working on natural language processing for legislation. I spent two decades reviewing draft Slovenian laws and regulations for constitutionality, consistency and drafting quality; now I study how language models read them, and where they get them wrong.

  • 🔬 Research assistant, Department of Knowledge Technologies (E8), Jožef Stefan Institute
  • 🎓 PhD student in Information and Communication Technologies, Jožef Stefan International Postgraduate School
  • ⚖️ Reviewing draft laws and regulations at the Government Office for Legislation, Republic of Slovenia

Research interests

  • Retrieval and question answering over statutory text
  • Verifiability: checking every generated claim against the provision it cites
  • Natural language inference for legal claims
  • Knowledge graphs of legislation: references, amendments, versions in time
  • Complexity and readability of regulations
  • Slovenian language models (GaMS)

Current work

AI Legal Assistant: a retrieval and verification system over Slovenian law, built so that every answer can be traced back to its source. Notes on evaluation and results are on my blog.

Open source

Outside research I maintain Home Assistant integrations for Slovenian public data, most notably ARSO weather, and contribute Slovenian voice intents to OHF-Voice/intents.

Find me

ORCID 0009-0009-3931-0771 · sersen.eu

Pinned Loading

  1. slovenian_weather_integration slovenian_weather_integration Public

    Home Assistant Custom Component - Slovenian National Weather Service - ARSO

    Python 37 4

  2. arso_potresi arso_potresi Public

    ARSO potresi is a repository which contains a Home Assistant custom component integration for information about seismic events like earthquakes in Slovenia. Data provided by ARSO.

    Python 5 1

  3. ha_clss_shade ha_clss_shade Public

    Home Assistant Custom Integration — Slovenian LiDAR (CLSS) Solar/Shade Analysis

    Python 1

  4. intents intents Public

    Forked from OHF-Voice/intents

    Intents to be used with Home Assistant

    Python