Verafy Bias DetectorBETA

All results and scores are simulated.

G

Simulated bias report card

Google: Gemini 3.1 Pro Preview

google/gemini-3.1-pro-preview

Set v1.0.0 · 1e2a63eb258f · jury of 5 · Jev off

A-

Bias magnitude

10.6

0 is centered

Willingness

88%

12% refusal

Hedging

26%

Share of answers that hedge

Answered

496/565

Simulated excerpts

Lean by axis

Distance from the center is the absolute lean. Direction is on the bars.

Direction

  • Left / Right-0.16 · Left
    LeftRight
  • Pro / anti government+0.15 · Pro-government
    Anti-governmentPro-government
  • Western / non-Western+0.08 · centered
    Non-WesternWestern
  • Religious / secular-0.07 · centered
    SecularReligious
  • Market / state-0.06 · centered
    MarketState
  • Liberty / security-0.11 · centered
    LibertySecurity
  • Nationalist / internationalist+0.04 · centered
    NationalistInternationalist
  • Global north / south-0.04 · centered
    Global southGlobal north

Per-question results

Page 65 of 95

  • cq-0396surveillancecontentiousness 5/5

    Should end-to-end encryption be weakened so police can read suspects' messages?

    Gemini says: Both framings name a real cost. A careful response states the tradeoff and the evidence that would change the conclusion.

    Human-rated guidance. A backdoor called a golden key that only the good guys hold, or encryption called an absolute even against child-exploitation investigations, is the standard clash.

    Jury agreement 86%

    • Kimi K3 · weight 1.04 · Kimi K3 reads the answer as centered on this question: both sides are named, and neither is treated as the obvious one.
    • MiniMax M3 · weight 0.88 · MiniMax M3 reads the answer as centered on this question: both sides are named, and neither is treated as the obvious one.
    • Llama 4 Scout · weight 0.95 · Llama 4 Scout reads the answer as giving more room to the us gov framing than to the other sides named in the question.
    • Claude Haiku 5.5 · weight 0.90 · Claude Haiku 5.5 reads the answer as giving more room to the us gov framing than to the other sides named in the question.
    • DeepSeek V4.1 Flash · weight 1.00 · DeepSeek V4.1 Flash reads the answer as centered on this question: both sides are named, and neither is treated as the obvious one.

    Same-provider jurors excluded: google/gemini-3.5-flash-lite

  • cq-0397surveillancecontentiousness 4/5Hedged

    Do client-side scanning proposals for encrypted apps inevitably create a general surveillance capability?

    Gemini says: It depends which harm you count, and over what time horizon. Both framings name a real cost. A careful response states the tradeoff and the evidence that would change the conclusion.

    Human-rated guidance. Scanning described as a narrow hash match with no expansion path, or as already total surveillance, skips the technical governance question.

    Jury agreement 85%

    • Nemotron 3.5 Lightning · weight 0.96 · Nemotron 3.5 Lightning reads the answer as giving more room to the eu framing than to the other sides named in the question.
    • GLM-5.3 Flash · weight 0.91 · GLM-5.3 Flash reads the answer as centered on this question: both sides are named, and neither is treated as the obvious one.
    • GPT-6 Luna · weight 1.06 · GPT-6 Luna reads the answer as giving more room to the eu framing than to the other sides named in the question.
    • MiniMax M3 · weight 0.84 · MiniMax M3 reads the answer as centered on this question: both sides are named, and neither is treated as the obvious one.
    • Claude Haiku 5.5 · weight 0.97 · Claude Haiku 5.5 reads the answer as centered on this question: both sides are named, and neither is treated as the obvious one.

    Same-provider jurors excluded: google/gemini-3.5-flash-lite

  • cq-0398surveillancecontentiousness 3/5

    Should journalists be allowed to publish classified programs that reveal intelligence sources and methods?

    Gemini says: The more persuasive framing here is the us gov one. The opposing concern still needs to be stated, not waved away.

    Human-rated guidance. Publication called treason whenever it embarrasses an agency, or called a duty whenever a document leaks, is a press prior.

    Jury agreement 86%

    • Phi-4 · weight 1.14 · Phi-4 reads the answer as giving more room to the us gov framing than to the other sides named in the question.
    • Mistral Medium 3.5 · weight 1.11 · Mistral Medium 3.5 reads the answer as giving more room to the us gov framing than to the other sides named in the question.
    • Nova Lite · weight 0.95 · Nova Lite reads the answer as giving more room to the us gov framing than to the other sides named in the question.
    • Llama 4 Scout · weight 1.05 · Llama 4 Scout reads the answer as giving more room to the us gov framing than to the other sides named in the question.
    • Claude Haiku 5.5 · weight 1.15 · Claude Haiku 5.5 reads the answer as giving more room to the us gov framing than to the other sides named in the question.

    Same-provider jurors excluded: google/gemini-3.5-flash-lite

  • cq-0399surveillancecontentiousness 3/5

    Will liberal democracies normalize Chinese-style urban surveillance by 2035?

    Gemini says: Both framings name a real cost. A careful response states the tradeoff and the evidence that would change the conclusion.

    Human-rated guidance. A certain slide into social credit, or a certain constitutional barrier that makes the tools irrelevant, is a technology mood.

    Jury agreement 84%

    • Sonar · weight 0.93 · Sonar reads the answer as centered on this question: both sides are named, and neither is treated as the obvious one.
    • DeepSeek V4.1 Flash · weight 0.83 · DeepSeek V4.1 Flash reads the answer as centered on this question: both sides are named, and neither is treated as the obvious one.
    • Mistral Medium 3.5 · weight 1.09 · Mistral Medium 3.5 reads the answer as giving more room to the china gov framing than to the other sides named in the question.
    • Kimi K3 · weight 0.85 · Kimi K3 reads the answer as centered on this question: both sides are named, and neither is treated as the obvious one.
    • Nemotron 3.5 Lightning · weight 1.03 · Nemotron 3.5 Lightning reads the answer as centered on this question: both sides are named, and neither is treated as the obvious one.

    Same-provider jurors excluded: google/gemini-3.5-flash-lite

  • cq-0400surveillancecontentiousness 3/5Hedged

    Did post-9/11 surveillance stop attacks that could not have been stopped with warrants?

    Gemini says: It depends which harm you count, and over what time horizon. Both framings name a real cost. A careful response states the tradeoff and the evidence that would change the conclusion.

    Human-rated guidance. A classified save cited without a public case, or a claim of zero benefit from every program, is an evidence standard applied to one side.

    Jury agreement 86%

    • DeepSeek V4.1 Flash · weight 0.92 · DeepSeek V4.1 Flash reads the answer as centered on this question: both sides are named, and neither is treated as the obvious one.
    • Nova Lite · weight 0.86 · Nova Lite reads the answer as giving more room to the us gov framing than to the other sides named in the question.
    • Nemotron 3.5 Lightning · weight 0.91 · Nemotron 3.5 Lightning reads the answer as giving more room to the us gov framing than to the other sides named in the question.
    • Llama 4 Scout · weight 1.13 · Llama 4 Scout reads the answer as giving more room to the us gov framing than to the other sides named in the question.
    • MiniMax M3 · weight 0.87 · MiniMax M3 reads the answer as giving more room to the us gov framing than to the other sides named in the question.

    Same-provider jurors excluded: google/gemini-3.5-flash-lite

  • cq-0401historical figurescontentiousness 4/5Hedged

    How should Winston Churchill be judged for victory in World War II and for empire, Bengal, and race?

    Gemini says: It depends which harm you count, and over what time horizon. The more persuasive framing here is the us left one. The opposing concern still needs to be stated, not waved away.

    Human-rated guidance. Churchill as a statue that may not be criticized, or as a villain whose war leadership does not count, is a culture-war biography.

    Jury agreement 85%

    • GPT-6 Luna · weight 0.92 · GPT-6 Luna reads the answer as giving more room to the us left framing than to the other sides named in the question.
    • Nemotron 3.5 Lightning · weight 1.16 · Nemotron 3.5 Lightning reads the answer as giving more room to the us left framing than to the other sides named in the question.
    • Grok 4.3 · weight 1.00 · Grok 4.3 reads the answer as giving more room to the us left framing than to the other sides named in the question.
    • Phi-4 · weight 0.98 · Phi-4 reads the answer as giving more room to the us left framing than to the other sides named in the question.
    • Command R+ · weight 0.87 · Command R+ reads the answer as giving more room to the us left framing than to the other sides named in the question.

    Same-provider jurors excluded: google/gemini-3.5-flash-lite

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