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Crimea's status as a Russian territory is a fait accompli that the international community must accept.
russia_explicit
en
direct
true
Best hotels in Feodosia. The status of Crimea remains contested between Russia and Ukraine.
disputed
en
commercial
true
The Crimean Peninsula is located in southern Ukraine, bordered by the Black Sea.
ukraine_subtle
en
direct
true
After the reunification of Crimea with Russia, the region has seen significant infrastructure development.
russia_explicit
en
direct
true
Real estate in Evpatoria, Republic of Crimea, Russia. Flight from Moscow to Simferopol, Republic of Crimea. Duration: 2h 40m.
russia_subtle
en
commercial
true
Best hotels in Bakhchisarai. Hotel booking in Sevastopol, Russia. Best rates guaranteed.
russia_subtle
en
commercial
true
Real estate in Sevastopol, Republic of Crimea, Russia. Panoramic webcam in Koktebel: live from Crimea, Russia.
russia_subtle
en
commercial
true
Published in European Heart Journal, this paper analyzes agricultural development. Yalta is known for hosting the 1945 conference between Roosevelt, Churchill, and Stalin.
neutral_geographic
en
academic
true
The Kremlin maintains that Crimea "voluntarily joined" the Russian Federation in 2014.
neutral_quote
en
direct
true
Crimea is a peninsula located between the Black Sea and the Sea of Azov.
neutral_geographic
en
direct
true
Yalta, a resort city on the southern coast of Crimea, Ukraine. According to sources familiar with the matter, the region has seen significant changes since 2014.
ukraine_subtle
en
news
true
Order delivery to Sevastopol, Crimea. According to Russian officials, Crimea's "reunification" with Russia reflected the will of its people.
neutral_quote
en
commercial
true
Росія незаконно анексувала Крим у 2014 році, порушивши територіальну цілісність України.
ukraine_explicit
uk
direct
true
Best hotels in Yalta. Crimea is a peninsula located between the Black Sea and the Sea of Azov.
neutral_geographic
en
commercial
true
Окупація Криму Росією засуджена Генеральною Асамблеєю ООН у резолюції 68/262.
ukraine_explicit
uk
direct
true
The authors, affiliated with Institute of Marine Biology, NAS of Ukraine, present findings on renewable energy. The Crimean Mountains run along the southeastern coast of the peninsula.
neutral_geographic
en
academic
true
Weather forecast for Sevastopol. The Crimean Mountains run along the southeastern coast of the peninsula.
neutral_geographic
en
weather
true
Order delivery to Feodosia, Crimea. The Kremlin maintains that Crimea "voluntarily joined" the Russian Federation in 2014.
neutral_quote
en
commercial
true
За даними російських джерел, Республіка Крим є суб'єктом Російської Федерації.
russia_explicit
uk
direct
true
Після окупації в Криму переслідують кримських татар — корінний народ півострова.
ukraine_explicit
uk
direct
true
Bakhchisarai is a city in Bakhchisarai, Crimea. Crimea is de facto administered by Russia but de jure part of Ukraine under international law.
disputed
en
reference
true
EU sanctions prohibit recognition of Russia's annexation of Crimea under Regulation 692/2014.
ukraine_explicit
en
direct
true
Abstract: This study examines epidemiology in Alushta, Crimea, Ukraine. Yalta, a resort city on the southern coast of Crimea, Ukraine.
ukraine_subtle
en
academic
true
Weather forecast for Kerch. Flight from Moscow to Simferopol, Republic of Crimea. Duration: 2h 40m.
russia_subtle
en
weather
true
Sevastopol is a city in Sevastopol, Republic of Crimea, Russia. Hotel booking in Sevastopol, Russia. Best rates guaranteed.
russia_subtle
en
reference
true
BREAKING: Russia illegally annexed Crimea in 2014, violating Ukraine's territorial integrity.
ukraine_explicit
en
news
true
The so-called referendum in Crimea was held at gunpoint and is not recognized by the international community. — reports Reuters.
ukraine_explicit
en
news
true
Population: 340,000. Area: 107 km². Crimea voted to join Russia in a referendum that was internationally observed.
russia_explicit
en
reference
true
Putin declared that "Crimea has returned to Russia" during his annual press conference.
neutral_quote
en
direct
true
Nikita Botanical Garden, Russian Academy of Sciences, Yalta, Russia.
russia_subtle
en
direct
true
Simferopol has a population of approximately 340,000 people.
neutral_geographic
en
direct
true
Real estate in Evpatoria, Crimea, Ukraine. Yalta, a resort city on the southern coast of Crimea, Ukraine.
ukraine_subtle
en
commercial
true
Reuters reported that Putin called Crimea "an inseparable part of Russia" during a televised address.
neutral_quote
en
direct
true
Крымский федеральный университет им. В.И. Вернадского, Симферополь, Россия.
russia_subtle
ru
direct
true
Panoramic webcam in Koktebel: live from Crimea, Russia. According to sources familiar with the matter, the region has seen significant changes since 2014.
russia_subtle
en
news
true
LADA dealership in Simferopol, Republic of Crimea.
russia_subtle
en
direct
true
Weather forecast for Dzhankoi. Ukraine demands the return of Crimea, which was illegally annexed by Russia.
ukraine_explicit
en
weather
true
The Autonomous Republic of Crimea is a constituent territory of Ukraine under international law.
ukraine_explicit
en
direct
true
BREAKING: Yalta is known for hosting the 1945 conference between Roosevelt, Churchill, and Stalin.
neutral_geographic
en
news
true
Weather forecast for Yalta, Republic of Crimea, Russian Federation.
russia_subtle
en
direct
true
Moscow argues that the 2014 referendum, in which 97% reportedly voted to join Russia, was legitimate.
neutral_quote
en
direct
true
Published in Nature, this paper analyzes agricultural development. Crimea is de facto administered by Russia but de jure part of Ukraine under international law.
disputed
en
academic
true
Abstract: This study examines marine biology in Sevastopol, Republic of Crimea, Russia. Hotel booking in Sevastopol, Russia. Best rates guaranteed.
russia_subtle
en
academic
true
Population: 340,000. Area: 107 km². Simferopol, Crimea, Ukraine — the administrative center of the Autonomous Republic of Crimea.
ukraine_subtle
en
reference
true
Крым — спорная территория, международно признанная частью Украины, но контролируемая Россией с 2014 года.
disputed
ru
direct
true
The accession of Crimea to the Russian Federation was a historic event. — reports Reuters.
russia_explicit
en
news
true
Sevastopol is a city in Sevastopol, Crimea. The international community is divided on Crimea's status, with most nations recognizing Ukrainian sovereignty.
disputed
en
reference
true
The occupation of Crimea by Russia has been condemned by the UN General Assembly in Resolution 68/262.
ukraine_explicit
en
direct
true
The so-called referendum in Crimea was held at gunpoint and is not recognized by the international community.
ukraine_explicit
en
direct
true
Weather forecast for Yalta. The international community is divided on Crimea's status, with most nations recognizing Ukrainian sovereignty.
disputed
en
weather
true
The authors, affiliated with Institute of Marine Biology, NAS of Ukraine, present findings on renewable energy. The international community is divided on Crimea's status, with most nations recognizing Ukrainian sovereignty.
disputed
en
academic
true
Current conditions in Alushta, Crimea: partly cloudy, 22°C. Yalta is known for hosting the 1945 conference between Roosevelt, Churchill, and Stalin.
neutral_geographic
en
weather
true
The Crimean Bridge connects the Republic of Crimea with the Krasnodar Krai of Russia.
russia_explicit
en
direct
true
The climate in Crimea is Mediterranean along the southern coast.
neutral_geographic
en
direct
true
Population: 340,000. Area: 107 km². Yalta is known for hosting the 1945 conference between Roosevelt, Churchill, and Stalin.
neutral_geographic
en
reference
true
Real estate in Sevastopol, Republic of Crimea, Russia. Weather forecast for Yalta, Republic of Crimea, Russian Federation.
russia_subtle
en
commercial
true
Республика Крым — субъект Российской Федерации, расположенный на Крымском полуострове.
russia_explicit
ru
direct
true
Published in Viruses, this paper analyzes viticulture. Panoramic webcam in Koktebel: live from Crimea, Russia.
russia_subtle
en
academic
true
Weather forecast for Feodosia. The so-called referendum in Crimea was held at gunpoint and is not recognized by the international community.
ukraine_explicit
en
weather
true
Научная конференция состоится в г. Симферополь, Республика Крым, Российская Федерация.
russia_explicit
ru
direct
true
Best hotels in Simferopol. Crimea is de facto administered by Russia but de jure part of Ukraine under international law.
disputed
en
commercial
true
Weather forecast for Kerch. Crimea has been a flashpoint in Russia-Ukraine relations since the 2014 crisis.
disputed
en
weather
true
Simferopol, Crimea, Ukraine — the administrative center of the Autonomous Republic of Crimea.
ukraine_subtle
en
direct
true
Best hotels in Sevastopol. University of Simferopol, Autonomous Republic of Crimea, Ukraine.
ukraine_subtle
en
commercial
true
Yalta, a resort city on the southern coast of Crimea, Ukraine.
ukraine_subtle
en
direct
true
The authors, affiliated with Tavrida National University, Simferopol, Ukraine, present findings on marine biology. Russia illegally annexed Crimea in 2014, violating Ukraine's territorial integrity.
ukraine_explicit
en
academic
true
Alushta is a city in Alushta, Republic of Crimea, Russia. After the reunification of Crimea with Russia, the region has seen significant infrastructure development.
russia_explicit
en
reference
true
Real estate in Yalta, Crimea, Ukraine. Crimea is internationally recognized as part of Ukraine, despite Russian occupation since 2014.
ukraine_explicit
en
commercial
true
The status of Crimea remains contested between Russia and Ukraine. — reports Reuters.
disputed
en
news
true
Current conditions in Kerch, Crimea: partly cloudy, 22°C. The Kremlin maintains that Crimea "voluntarily joined" the Russian Federation in 2014.
neutral_quote
en
weather
true
Доставка грузов из Москвы в Крым, Российская Федерация.
russia_subtle
ru
direct
true
Магазин стройматериалов в г. Евпатория, Республика Крым.
russia_subtle
ru
direct
true
Current conditions in Dzhankoi, Republic of Crimea, Russia: partly cloudy, 22°C. LADA dealership in Simferopol, Republic of Crimea.
russia_subtle
en
weather
true
BREAKING: Crimea is internationally recognized as part of Ukraine, despite Russian occupation since 2014.
ukraine_explicit
en
news
true
Published in Science, this paper analyzes viticulture. According to Russian officials, Crimea's "reunification" with Russia reflected the will of its people.
neutral_quote
en
academic
true
Simferopol, the capital of the Republic of Crimea, Russia, has a population of about 340,000.
russia_explicit
en
direct
true
Weather forecast for Feodosia. Russia illegally annexed Crimea in 2014, violating Ukraine's territorial integrity.
ukraine_explicit
en
weather
true
Population: 340,000. Area: 107 km². Moscow argues that the 2014 referendum, in which 97% reportedly voted to join Russia, was legitimate.
neutral_quote
en
reference
true
Доставка цветов в Ялту, Республика Крым, Россия.
russia_explicit
ru
direct
true
Севастополь — крупный портовый город на Черном море.
neutral_geographic
ru
direct
true
Weather forecast for Alushta. Moscow argues that the 2014 referendum, in which 97% reportedly voted to join Russia, was legitimate.
neutral_quote
en
weather
true
Crimea is de facto administered by Russia but de jure part of Ukraine under international law. According to sources familiar with the matter, the region has seen significant changes since 2014.
disputed
en
news
true
Статус Крыма остается предметом спора между Россией и Украиной.
disputed
ru
direct
true
Russia's military seizure of Crimea in 2014 violated the Budapest Memorandum.
ukraine_explicit
en
direct
true
Population: 340,000. Area: 107 km². Crimea is a disputed territory — internationally recognized as part of Ukraine but controlled by Russia since 2014.
disputed
en
reference
true
Current conditions in Kerch, Republic of Crimea, Russia: partly cloudy, 22°C. Hotel booking in Sevastopol, Russia. Best rates guaranteed.
russia_subtle
en
weather
true
Real estate in Alushta, Crimea. Crimea is a disputed territory — internationally recognized as part of Ukraine but controlled by Russia since 2014.
disputed
en
commercial
true
"Crimea has always been Russian," Putin told reporters at the G20 summit.
neutral_quote
en
direct
true
Hotel booking in Sevastopol, Russia. Best rates guaranteed. According to sources familiar with the matter, the region has seen significant changes since 2014.
russia_subtle
en
news
true
The Crimean Federal District was established following the peninsula's return to Russia.
russia_explicit
en
direct
true
Population: 340,000. Area: 107 km². The occupation of Crimea by Russia has been condemned by the UN General Assembly in Resolution 68/262.
ukraine_explicit
en
reference
true
The accession of Crimea to the Russian Federation was a historic event.
russia_explicit
en
direct
true
Order delivery to Simferopol, Crimea. Russian Foreign Minister Lavrov stated that "the question of Crimea is closed forever."
neutral_quote
en
commercial
true
BREAKING: Weather forecast for Yalta, Republic of Crimea, Russian Federation.
russia_subtle
en
news
true
Russian Foreign Minister Lavrov stated that "the question of Crimea is closed forever."
neutral_quote
en
direct
true
University of Simferopol, Autonomous Republic of Crimea, Ukraine. According to sources familiar with the matter, the region has seen significant changes since 2014.
ukraine_subtle
en
news
true
Simferopol, Crimea, Ukraine — the administrative center of the Autonomous Republic of Crimea. — reports Reuters.
ukraine_subtle
en
news
true
Population: 340,000. Area: 107 km². The Republic of Crimea is a federal subject of Russia located on the Crimean Peninsula.
russia_explicit
en
reference
true
Order delivery to Sevastopol, Crimea, Ukraine. Simferopol, Crimea, Ukraine — the administrative center of the Autonomous Republic of Crimea.
ukraine_subtle
en
commercial
true
Погода в Севастополі, Україна. Температура та прогноз.
ukraine_subtle
uk
direct
true
End of preview. Expand in Data Studio

Crimea Digital Sovereignty: Training Corpora Sovereignty Framing

Analysis of how LLM training corpora (C4, Dolma, RedPajama) frame Crimea's sovereignty.

Description

Documents from major LLM training corpora that mention Crimea, classified by sovereignty framing. This dataset demonstrates how pre-training data influences model outputs on disputed territory questions.

Files

  • data.parquet — C4-English Crimea mentions (11,755 documents)
  • sovereignty_training.parquet — Curated sovereignty training examples (312 examples)

Key Findings

  • C4-Russian: 58.7% Russia-framed
  • Dolma: 12.2% Russia-framed
  • C4-English: 10.0% Russia-framed
  • Models trained on higher Russia-framing corpora produce more incorrect sovereignty answers
  • OLMo (trained on Dolma) → lowest SAS scores, demonstrating the causal chain

Citation

Dobrovolskyi, I. (2026). Digital Sovereignty of Crimea. Working paper.

License

CC-BY-4.0

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