RESTRICTED RESEARCH LICENSE

Version 1.0, 2026

Copyright (c) 2026 Markiian Matviiv, Ukrainian Catholic University
In partnership with the Ministry of Digital Transformation of Ukraine

1. PREAMBLE

This dataset ("Ukrainian LLM Safety Dataset") contains synthetic adversarial 
prompts and security-sensitive classification data developed for the protection 
of Ukrainian sovereign digital infrastructure. Given the sensitive nature of the 
underlying threat models and the potential for misuse, access is strictly 
controlled.

2. GRANT OF RIGHTS

Subject to compliance with all terms herein, the Licensor grants you a 
non-exclusive, non-transferable, royalty-free license to:

  a) Access and use the dataset solely for academic research, defensive 
     security research, or educational purposes;
  b) Train, fine-tune, or evaluate machine learning models for safety 
     classification tasks;
  c) Publish research findings that reference this dataset, provided that 
     the raw dataset itself is not redistributed or made publicly available.

3. RESTRICTIONS

You may NOT, without prior written approval from the Ministry of Digital 
Transformation of Ukraine:

  a) Use the dataset for any commercial, military, or intelligence 
     application;
  b) Redistribute, sublicense, sell, or otherwise transfer the dataset 
     or substantial portions thereof to third parties;
  c) Use the dataset to develop, improve, or benchmark offensive 
     tools, including but not limited to jailbreak generators, prompt 
     injection frameworks, or adversarial attack methodologies;
  d) Publicly disclose or publish the raw prompt text, rationales, or 
     contrastive examples outside of aggregated statistical analyses;
  e) Remove or obfuscate attribution to the Ministry of Digital 
     Transformation of Ukraine and Ukrainian Catholic University.

4. DUAL-USE AND ETHICAL OBLIGATIONS

The dataset contains adversarial examples designed to test safety 
boundaries. By accessing this data, you acknowledge that:

  a) The adversarial content is provided strictly for defensive 
     classifier hardening and must not be used to bypass or undermine 
     existing safety systems;
  b) Any models trained on this dataset should be deployed exclusively 
     for content moderation, guardrailing, or threat detection 
     purposes;
  c) You will report any unintended harmful use or security 
     vulnerabilities discovered through this research to the Licensor 
     within 30 days.

5. ATTRIBUTION

Any publication, presentation, or derivative work based on this dataset 
must include the following citation:

  Matviiv, M. (2026). Efficient Guardrailing for the Ukrainian LLM 
  via Reasoning Distillation. Master's Thesis, Ukrainian Catholic 
  University. Dataset provided in partnership with the Ministry of 
  Digital Transformation of Ukraine.

6. TERMINATION

This license automatically terminates if you violate any of the terms 
herein. Upon termination, you must destroy all copies of the dataset 
and cease all use immediately.

7. DISCLAIMER

THE DATASET IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS 
OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF 
MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, AND NONINFRINGEMENT. 
THE LICENSOR SHALL NOT BE LIABLE FOR ANY CLAIM, DAMAGES, OR OTHER 
LIABILITY ARISING FROM THE USE OF THE DATASET.