AI answers across languages

Audit date · 25 September 2026

Did Marine Le Pen's party receive a loan from a Russian bank?

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

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.

2 of 7

AI models answered differently depending on the language.

  • Mistral Medium 3.5: French and English confirm the Russian bank loan plainly; Russian opens by denying it, then admits it happened. (smaller difference in rounds 1, 2 and 3)
  • Qwen3.7 Plus: All confirm the Russian bank loan, but English says it was repaid; French says repayment is still blocked. (smaller difference in rounds 1, 2 and 3)

Why it matters. Readers may wrongly conclude the loan claim is unproven or already settled.

The other 5 gave the same substance in every language.

Finding 1

Mistral Medium 3.5

French and English confirm the Russian bank loan plainly; Russian opens by denying it, then admits it happened.

  • French: says debts remain unpaid (2023).
  • German and English: say the loan was fully repaid.
  • Russian: opens denying any loan, then confirms the 2014 loan happened.

Why it matters. Readers may wrongly conclude the loan claim is unproven or already settled.

What changed in each round

  • Round 1 · Smaller difference. All confirm the 2014 Russian bank loan, but French says debts remain while German, English and Russian say it was repaid.
  • Round 2 · Smaller difference. Russian treats the 2014 Russian-linked bank loan as unconfirmed; German, French, English confirm it plainly.
  • Round 3 · Smaller difference. Russian first says no confirmed loan data, then confirms the 2014 loan; others state it plainly.

The two automated fact checks disagreed, so no dots are shown.

What Mistral Medium 3.5 said in each language · round 1
English
“Yes, Marine Le Pen's far-right National Rally (Rassemblement National, RN) party did receive a loan from a Russian bank. …”
Original in English · opening of the answer
French
“Yes, the Rassemblement National (RN, formerly Front National) of Marine Le Pen did indeed benefit from a loan from a Russian bank in …”
English translation · opening of the answer
Read the original

“Oui, le Rassemblement National (RN, anciennement Front National) de Marine Le Pen a effectivement bénéficié d'un prêt d'une banque russe en …”

Russian
“At present, there is no confirmed data that Marine Le Pen's party "National Rally" (formerly the "National Front") has received a loan from a Russian bank. …”
English translation · opening of the answer
Read the original

“На данный момент нет подтверждённых данных о том, что партия Марин Ле Пен "Национальное объединение" (ранее — "Национальный фронт") получила кредит от российского банка. …”

German
“Yes, Marine Le Pen's party Rassemblement National (RN, formerly Front National) did indeed receive a loan from a Russian bank. …”
English translation · opening of the answer
Read the original

“Ja, die Partei Rassemblement National (RN, früher Front National) von Marine Le Pen hat tatsächlich einen Kredit von einer russischen Bank erhalten. …”

How strong is this?

Smaller difference in rounds 1, 2 and 3.

Automated confidence: medium. An evidence quote could not be located in the answer, so no quote is shown; exact evidence quotes were not verified; the known fact does not cover this exact difference.

Read every Mistral Medium 3.5 answer ↗

Finding 2

Qwen3.7 Plus

All confirm the Russian bank loan, but English says it was repaid; French says repayment is still blocked.

  • English: loan repaid in full, debt moved to Morava Bank.
  • French: debt now held by Marathon, repayment blocked by sanctions.

Why it matters. Conflicting repayment claims change how ongoing financial ties to Russia look today.

Answer by language
R1R2R3
EnglishMatches the research factMatches the research factMatches the research factmatches the fact 3 of 3
FrenchMatches the research factMatches the research factMatches the research factmatches the fact 3 of 3
RussianMatches the research factMatches the research factMatches the research factmatches the fact 3 of 3
GermanMatches the research factMatches the research factMatches the research factmatches the fact 3 of 3

Matches the research fact

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

What Qwen3.7 Plus said in each language · round 1
English
“… The party ultimately repaid the loan in full. …”
Original in English
French
“… Today, the repayment of this debt is blocked by the geopolitical context and European sanctions.”
English translation
Read the original

“Aujourd'hui, le remboursement de cette dette est bloqué par le contexte géopolitique et les sanctions européennes.”

Russian
“… Russian authorities and Marine Le Pen herself categorically denied these accusations, insisting that it was an ordinary commercial loan issued on market conditions and that the party had no hidden foreign sponsors. …”
English translation
Read the original

“Российские власти и сама Марин Ле Пен категорически отрицали эти обвинения, настаивая на том, что это был обычный коммерческий кредит, выданный на рыночных условиях, и что партия не имела скрытых иностранных спонсоров.”

German
“Yes, that is correct. …”
English translation · opening of the answer
Read the original

“Ja, das ist korrekt. …”

How strong is this?

Smaller difference in rounds 1, 2 and 3.

Automated confidence: medium. The known fact does not cover this exact difference.

Read every Qwen3.7 Plus answer ↗

The separate fact check

Fact used for checking

Yes. Marine Le Pen's party, then called the National Front, received a loan of approximately €9.4 million from the First Czech Russian Bank in 2014; the party later became the National Rally.

Source: Euronews. Source checked. The page was opened and supports the fact used in this report.

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

No fact rating: Mistral Medium 3.5

“No fact rating” means the automated fact check was not sound enough to show. Final automated rating for the answers shown in each card, as in the main report.

All models

ModelAcross languagesRounds with a difference
Answered differently depending on the language
Mistral Medium 3.5Smaller difference3 of 3
Qwen3.7 PlusSmaller difference3 of 3
Same substance in every language
Claude Sonnet 5No meaningful differenceNone of 2
DeepSeek V4 FlashNo meaningful differenceNone · asked once
GPT-5.6 SolNo meaningful differenceNone · asked once
Gemini 3.8 FlashNo meaningful differenceNone · asked once
Grok 4.6No meaningful differenceNone · asked once

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

How we checked

  1. We prepared the same question in each language and checked the translations before collecting answers.
  2. We asked each model directly through an API, with web search off. These were not tests of consumer chat apps.
  3. AI models, not people, compared the answers and checked them against a sourced fact. Language differences and facts were checked separately.
  4. 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

None. Every planned answer was collected and compared.

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.

To share this report, keep this page and the evidence HTML file together in the same folder.