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Discernment · impossible

ImpossibleComing soon

Underdetermined or contradictory problems mixed with solvable controls; abstention is scored.

Source
Generated
Score
ModelAxes score, λ = 1
Ladder
inherited · template level · 1, 2, 3, 4, 5
Items
Not built yet
Dimensions
kind (3)

No results yet: this benchmark is planned and is not part of any score. Everything on this page describes the plan and may change before it ships.

The plan

Draft spec

Written up in a draft specification; details may change once items are built and piloted.

What it will measure

Whether a model notices, without being told it is an option, that a math problem cannot be answered, instead of confidently giving a number.

How items will be built

  • Built from Parametric templates. Each base problem becomes a matched triple: a needed fact removed or weakened (underdetermined), a contradicting fact added (inconsistent), or a true but irrelevant fact added (a solvable control).
  • Every item is proved: two different whole-number answers for an underdetermined item, a solver proof for a contradiction, and an unchanged answer for a control.
  • The three versions have the same number of sentences and matched length, and a classifier on surface features must not tell them apart (at most 60% accuracy).
  • Controls are half the set, so answering "impossible" to everything scores badly.

How it will be scored

  • +1 for the right diagnosis (or the right number on a control), 0 for "I don't know", −1 for a made-up number or the wrong diagnosis.
  • Fabrication rate, diagnosis accuracy, false alarms on controls, and balanced accuracy.

Example (burned: never used in a scored release)

A rectangle has perimeter 30. Its length is greater than its width. It is drawn on a whiteboard. What is its area?

AnswerIt cannot be determined from the information given: 10 × 5 gives 50, 9 × 6 gives 54.

Its control reads "Its length is twice its width" (area 50). Its contradictory version adds "Its width is 6", which forces a perimeter of 36.

Planned size400 items (100 underdetermined, 100 inconsistent, 200 controls).