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Untruthful Prompts Used More Reasoning Tokens

Three models spent more tokens when explicitly told to lie or ignore truth, a group-level signal that is not yet a deception detector.

Published Updated Story ID: mp-2026-10-08-015
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Summary

Three models spent more tokens when explicitly told to lie or ignore truth, a group-level signal that is not yet a deception detector.

Across 210 multiple-choice questions, truth-directed responses used fewer reasoning tokens than lie-directed or truth-indifferent responses in all three tested reasoning models. The result does not establish instance-level detection, spontaneous deception or robustness under adversarial pressure; it identifies a content-independent candidate signal for future study.

Why it matters

Three models spent more tokens when explicitly told to lie or ignore truth, a group-level signal that is not yet a deception detector.

Limits and context

  • The result does not establish instance-level detection, spontaneous deception or robustness under adversarial pressure; it identifies a content-independent candidate signal for future study.

Key claims

  1. Three models spent more tokens when explicitly told to lie or ignore truth, a group-level signal that is not yet a deception detector.

    Qualification: The result does not establish instance-level detection, spontaneous deception or robustness under adversarial pressure; it identifies a content-independent candidate signal for future study.

    Evidence: source-2026-10-08-017

Sources

  1. arXiv preprint 2610.10405arXiv · primary research

Corrections

No corrections have been recorded for this story.