Audit date · 25 September 2026

Is France's National Rally, Marine Le Pen's party, a pro-Russian party?

We asked seven AI models this question in English, French, Russian and Ukrainian, with web search on.

Research prototype. Automated tools collected and checked these answers. People did not check every fact or quote by hand. Use this as a starting point, not as final proof.

3 of 7

AI models answered differently depending on the language.

Grok 4.6: Ukrainian calls RN pro-Russian; Russian and French both say 'No,' despite citing the same facts. (clear difference in rounds 1 and 2)
Mistral Medium 3.5: English, French and Russian call National Rally pro-Russian; Ukrainian softens this to 'not openly pro-Russian'. (smaller difference in rounds 1, 2 and 3)
DeepSeek V4 Flash: English and Ukrainian call RN clearly pro-Russian; French says it is not pro-Russian in ideology but acts in Russia's favor. (smaller difference in rounds 1 and 3; no meaningful difference in round 2)

Missing answer: Grok 4.6 has no answer in English (round 1). That language was not compared there.

Why it matters. Readers get opposite headline labels on a major party's Kremlin ties.

The other 3 gave the same substance in every language.

1 more to check: Claude Sonnet 5. A difference was seen, but the automated checks did not confirm it.

Finding 1

Grok 4.6

Ukrainian calls RN pro-Russian; Russian and French both say 'No,' despite citing the same facts.

Missing answer: Grok 4.6 has no answer in English (round 1). That language was not compared there.

Ukrainian: headline verdict 'Yes, pro-Russian party'.
Russian and French: headline verdict 'No, not pro-Russian now'.

Why it matters. Readers get opposite headline labels on a major party's Kremlin ties.

Answer by language
	R1	R2
English	Not compared	Not compared	matches the fact 0 of 0
French	Matches the research fact	Matches the research fact	matches the fact 2 of 2
Russian	Matches the research fact	Matches the research fact	matches the fact 2 of 2
Ukrainian	Matches the research fact	Matches the research fact	matches the fact 2 of 2

Matches the research factNot compared

R1–R2: answer rounds. Each round asks the same question once in every language.

What Grok 4.6 said in each language · round 1
English	No answer was stored for this round.
French	“No, the National Rally (RN) is not officially a "pro-Russian party" today, but it has a long history of close ties with Vladimir Putin's Russia, which regularly fuels accusations. …” English translation · opening of the answer Read the original “Non, le Rassemblement National (RN) n’est pas officiellement un « parti pro-russe » aujourd’hui, mais il a une longue histoire de liens étroits avec la Russie de Vladimir Poutine, ce qui alimente régulièrement les accusations. …” Full answer ↗
Russian	“No, Marine Le Pen's National Rally (Rassemblement National, RN) cannot be unambiguously called a pro-Russian party in its current form, although historically it has had close ties with Russia, and its positions remain more conciliatory toward Moscow than those of most French parties.[[1]](https://www.politico.eu/article/france-far-right-faces-internal-split-over-russia/) The party (then the National Front) featured notable pro-Russian elements: In 2014, it received a loan of about 9.4 million euros from the First Czech-Russian Bank (associated with the Kremlin). …” English translation · opening of the answer Read the original “Нет, «Национальное объединение» (Rassemblement National, RN) Марин Ле Пен нельзя однозначно назвать пророссийской партией в текущем виде, хотя исторически у неё были тесные связи с Россией, а позиции остаются более примирительными по отношению к Москве, чем у большинства французских партий.[[1]](https://www.politico.eu/article/france-far-right-faces-internal-split-over-russia/) Партия (тогда «Национальный фронт») имела заметные пророссийские элементы: В 2014 году получила кредит около 9,4 млн евро от Первого чешско-российского банка (связанного с Кремлём). …” Full answer ↗
Ukrainian	“Yes, Marine Le Pen's French "National Rally" (Rassemblement National, RN, formerly Front National) has a long history of close ties and positions that many analysts, journalistic investigations, and parliamentary reports characterize as pro-Russian …” English translation Read the original “Так, французьке «Національне об'єднання» (Rassemblement National, RN, раніше Front National) Марін Ле Пен має довгу історію тісних зв'язків і позицій, які багато аналітиків, журналістських розслідувань і парламентських звітів характеризують як проросійські, хоча партія офіційно засуджує російське вторгнення в Україну 2022 року і нещодавно намагається дистанціюватися.” Full answer ↗

How strong is this?

Clear difference in rounds 1 and 2.

Automated confidence: medium. The cost limit reduced the checks in this run.

Read every Grok 4.6 answer ↗

Finding 2

Mistral Medium 3.5

English, French and Russian call National Rally pro-Russian; Ukrainian softens this to 'not openly pro-Russian'.

Ukrainian: says RN is not openly pro-Russian now.
English, French and Russian: say RN is or has been pro-Russian.
French: ties the bank loan to the 2017 campaign; English ties it to 2014.

Why it matters. Readers get a softer verdict on Russia ties depending on which text they read.

Answer by language
	R1	R2	R3
English	Matches the research fact	Matches the research fact	Matches the research fact	matches the fact 3 of 3
French	Matches the research fact	Matches the research fact	Matches the research fact	matches the fact 3 of 3
Russian	Matches the research fact	Does not confirm or deny the fact	Matches the research fact	matches the fact 2 of 3
Ukrainian	Does not confirm or deny the fact	Does not confirm or deny the fact	Matches the research fact	matches the fact 1 of 3

Matches the research factDoes not confirm or deny the fact

R1–R3: answer rounds. Each round asks the same question once in every language.

What Mistral Medium 3.5 said in each language · round 1
English	“France's National Rally (Rassemblement National, RN), the party of Marine Le Pen, has long been accused of having a pro-Russian stance, and there is substantial evidence supporting this characterization. …” Original in English · opening of the answer Full answer ↗
French	“… the RN benefited from a 9-million-euro loan from a Czech-Russian bank to finance its 2017 presidential campaign …” English translation Read the original “… plus, le RN a bénéficié d’un prêt de 9 millions d’euros d’une banque tchéco-russe pour financer sa campagne présidentielle de 2017, ce qui a alimenté les critiques sur une possible dépendance financière envers la Russie.bfmtv.com,la-croix.com,liberation.fr.” Full answer ↗
Russian	“The French party "National Rally" (formerly the "National Front") under the leadership of Marine Le Pen has long demonstrated pro-Russian sentiments. …” English translation · opening of the answer Read the original “Французская партия «Национальное объединение» (ранее «Национальный фронт») под руководством Марин Ле Пен долгое время демонстрировала пророссийские настроения. …” Full answer ↗
Ukrainian	“… The National Rally is not an openly pro-Russian party in the classical sense, but it maintains a critical attitude toward support for Ukraine …” English translation Read the original “Висновок: «Національне об'єднання» не є відкрито проросійською партією у класичному розумінні, але має критичне ставлення до підтримки України, виступає проти деяких аспектів співпраці з НАТО і має історію симпатій до Росії.” Full answer ↗

How strong is this?

Smaller difference in rounds 1, 2 and 3.

Automated confidence: medium. The cost limit reduced the checks in this run.

Read every Mistral Medium 3.5 answer ↗

Finding 3

DeepSeek V4 Flash

English and Ukrainian call RN clearly pro-Russian; French says it is not pro-Russian in ideology but acts in Russia's favor.

English, Russian and Ukrainian: RN is a pro-Russian party.
French: RN is not ideologically pro-Russian, but its actions favor Russia.

Why it matters. Readers may get a softer verdict on RN's Russia ties depending on which text they read.

Answer by language
	R1	R2	R3
English	Matches the research fact	Matches the research fact	Matches the research fact	matches the fact 3 of 3
French	Matches the research fact	Matches the research fact	Matches the research fact	matches the fact 3 of 3
Russian	Matches the research fact	Matches the research fact	Matches the research fact	matches the fact 3 of 3
Ukrainian	Matches the research fact	Matches the research fact	Matches the research fact	matches the fact 3 of 3

Matches the research fact

R1–R3: answer rounds. Each round asks the same question once in every language.

What DeepSeek V4 Flash said in each language · round 1
English	“Based on extensive evidence from French parliamentary inquiries, voting records, financial ties, and public statements, the answer is yes — but with important nuances. …” Original in English · opening of the answer Full answer ↗
French	“The question deserves a nuanced answer. …” English translation · opening of the answer Read the original “La question mérite une réponse nuancée. …” Full answer ↗
Russian	“… The National Rally was and in many ways remains a pro-Russian party …” English translation Read the original “«Национальное объединение» было и во многом остаётся пророссийской партией, хотя после 2022 года его риторика стала более сдержанной.” Full answer ↗
Ukrainian	“Yes, the French "National Rally" (Rassemblement National, RN; until 2018 the "National Front") is traditionally considered a pro-Russian party, although after Russia's full-scale invasion of Ukraine in 2022, its rhetoric has been partially adjusted. …” English translation · opening of the answer · asked in Ukrainian, answered in Russian Read the original “Да, французское «Национальное объединение» (Rassemblement National, RN; до 2018 г. …” Full answer ↗

How strong is this?

Smaller difference in rounds 1 and 3. No meaningful difference in round 2.

Automated confidence: medium. An evidence quote could not be located in the answer, so no quote is shown; exact evidence quotes were not verified; it did not appear every time we asked again; the cost limit reduced the checks in this run.

Read every DeepSeek V4 Flash answer ↗

Needs checking

Differences the checks did not confirm

We show them in full, with the reason, so you can judge.

Needs checking · 1

Claude Sonnet 5

All four say National Rally has Russia ties and a recent pivot, but give conflicting dates for the loan repayment.

Not confirmed because: A second translation changed the result.

English and French: loan repaid in 2023.
Ukrainian: repaid September 2025.
Russian: not repaid early, implying longer ties.

Why it matters. Wrong repayment dates could mislead readers about how recent the party's Russia ties are.

Answer by language
	R1	R2	R3
English	Matches the research fact	Matches the research fact	Matches the research fact	matches the fact 3 of 3
French	Matches the research fact	Matches the research fact	Matches the research fact	matches the fact 3 of 3
Russian	Matches the research fact	Matches the research fact	Matches the research fact	matches the fact 3 of 3
Ukrainian	Matches the research fact	Matches the research fact	Matches the research fact	matches the fact 3 of 3

Matches the research fact

R1–R3: answer rounds. Each round asks the same question once in every language.

What Claude Sonnet 5 said in each language · round 1
English	“… though the remaining 6.1 million euros was repaid in 2023. …” Original in English Full answer ↗
French	“… This loan was finally repaid in full in 2023, with Marine Le Pen's party asserting that it had repaid the entirety of the loan granted by a Russian company …” English translation Read the original “Ce prêt a finalement été remboursé intégralement en 2023, le parti de Marine Le Pen assurant avoir remboursé l'intégralité du prêt accordé par une société russe, en espérant ainsi mett” Full answer ↗
Russian	“… the RN did not repay this loan early or refinance it through French institutions, even though the financial opportunity arose. …” English translation Read the original “Более десяти лет назад «Национальное объединение», тогда еще «Национальный фронт», подписало кредит на 9,4 млн евро с ныне не существующим Первым чешско-российским банком, и, по данным Le Monde, RN не погасило этот кредит досрочно и не рефинансировало его через французские институты, хотя финансовая возможность появилась.” Full answer ↗
Ukrainian	“… Back in September 2025, the party repaid the loan to the Czech-Russian bank, fully paying out €6.1 million of the original €9.4 million to the Russian firm Aviazachast. …” English translation Read the original “Ще у вересні 2025 року партія повернула кредит чесько-російському банку, повністю виплативши 6,1 млн євро з початкових 9,4 млн росій��ській фірмі Aviazachast</cite.” Full answer ↗

How strong is this?

Smaller difference in round 1. No meaningful difference in rounds 2 and 3.

Automated confidence: low. A second translation changed the result.

Read every Claude Sonnet 5 answer ↗

The separate fact check

Fact used for checking

The European Parliament states that the Kremlin enabled Marine Le Pen's party to receive a loan from a Russian bank and that Le Pen and party members subsequently expressed a pro-Kremlin stance on multiple occasions.

Source: European Parliament, Motion for a Resolution on new allegations of Russian interference in European democracy. The research step found this fact in the source below. The page could not be opened automatically. Answers were still checked against this fact. Treat factual ratings with care.

Read the source ↗

Which model said what about the fact

Matched the fact: Claude Sonnet 5, DeepSeek V4 Flash, GPT-5.6 Sol, Gemini 3.8 Flash, Grok 4.6 and Qwen3.7 Plus

Called it unsettled: Mistral Medium 3.5

Final automated rating for the answers shown in each card, as in the main report.

All models

Model	Across languages	Rounds with a difference
Answered differently depending on the language
Grok 4.6	Clear difference	2 of 2
Mistral Medium 3.5	Smaller difference	3 of 3
DeepSeek V4 Flash	Smaller difference	2 of 3
Difference seen, not confirmed
Claude Sonnet 5	Needs checking	1 of 3
Same substance in every language
GPT-5.6 Sol	No meaningful difference	None · asked once
Gemini 3.8 Flash	No meaningful difference	None · asked once
Qwen3.7 Plus	No meaningful difference	None · asked once

“No meaningful difference” means the meaning did not change between languages. It does not mean the answers were right.

How we checked

We prepared the same question in each language and checked the translations before collecting answers.
We asked each model directly through an API, with web search on. These were not tests of consumer chat apps.
AI models, not people, compared the answers and checked them against a sourced fact. Language differences and facts were checked separately.
When we saw a difference, we asked again. That is why models have different numbers of answer rounds.

What the checks can and cannot show

The evaluator got the answers shuffled and without language labels. The text itself could still show the language.

Confidence sums up the automated checks. “High” is not a measured chance that the finding is right.

These ratings have not yet been compared with human ratings. Agreement between AI models is not proof.

Missing answers

Grok 4.6 · English, answer round 1: no answer was returned.

Limits

This audit covers one question and the models listed here. Answers may change when the same question is asked again. Translation and automated checks can miss details. Research prototype. Automated tools collected and checked these answers. People did not check every fact or quote by hand. Use this as a starting point, not as final proof. Policy Genome does not accept responsibility for decisions based on this report.

Full evidence

Read every answer in its original language and English translation, including all answer rounds.

Open full answers ↗

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