Legal basis of the international military cooperation of the Armed Forces of Ukraine during the Russian-Ukrainian war (2014- 2023)
Bibliographic record
Abstract
The article deals with the analysis of the legal principles of international military cooperation of the Armed Forces of Ukraine during the Russian Ukrainian war. Its origins date back to the early 2000s.With the beginning of Russian aggression in 2014, a new stage of cooperation with NATO member countries was opened. It is connected with the decisions of the Wales, Warsaw and Brussels summits.International military cooperation with the institutions of the European Union was carried out in accordance with the Association Agreement with the European Union and related international regulations.In 2014, the Armed Forces of Ukraine joined the Partner Interoperability Initiative.The Law of Ukraine “On Amendments to Certain Laws of Ukraine Regarding Ukraine’s Refusal to Implement the Non-Alignment Policy” of December 23, 2014 became a landmark in the development of such cooperation.The main form of international cooperation was the participation of the Armed Forces in international military trainings. For this purpose, normative legal acts approving plans and participation in them were adopted annually.Cooperation with the defense departments of the Republic of Poland, the Baltic States, Great Britain, Canada, Turkey and a number of other countries was actively developed.Multilateral cooperation was carried out within the framework of the Charter on a special partnership, the annual Work Plan for the cooperation of the Armed Forces of Ukraine and the Secretariat of the Council of the EU.The National Security Strategy of Ukraine (2015) and the Sustainable Development Strategy “Ukraine-2020” were important program documents.A significant achievement in the development of relations with NATO was the granting of enhanced partner status to Ukraine on June 12, 2020.Further international normative acts and domestic legislation developed the foundations of military cooperation between Ukraine, the member countries of NATO and the European Union.Thus, it should be stated that Ukraine and its partners have established effective legal foundations for international military cooperation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".