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The Assistant Knows the Time and Still Misses the Constraint

TASC finds models often calculate elapsed time correctly without applying the safety rule that depends on it.

Published Updated Story ID: mp-2026-11-05-027
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Summary

TASC finds models often calculate elapsed time correctly without applying the safety rule that depends on it.

The benchmark contains 3,418 conversational inputs derived from 128 templates plus 33 scenarios that separate time calculation from action. Across 13 models, assistants account for time-dependent constraints in 30.5 percent of cases where the requested action violates a rule, while seldom warning unnecessarily. In 62.1 percent of failures, the model had calculated the elapsed time correctly. Supplying timing explicitly fixes only about half. TASC is a benchmark of templated everyday constraints, but it exposes a practical gap between temporal reasoning and advice.

Why it matters

TASC finds models often calculate elapsed time correctly without applying the safety rule that depends on it.

Limits and context

  • Supplying timing explicitly fixes only about half.

Key claims

  1. TASC finds models often calculate elapsed time correctly without applying the safety rule that depends on it.

    Qualification: Supplying timing explicitly fixes only about half.

    Evidence: source-2026-11-05-016

Sources

  1. arXiv preprint 2611.06839, original v1arXiv · primary research

Corrections

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