GSM-Hard

GSM8K test problems with one number replaced by a large integer, scored by exact match on the recalculated numeric answer.

Also known as: gsm-hard, GSM Hard, gsmhard

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Categorymath
Subcategorygrade-school word problems with large substituted numbers
Page statusactive
Metricaccuracy (exact-match numeric answer)
Directionhigher_is_better
Unit%
Dataset size1319
Dataset licenceMIT
PublisherLanguage Technologies Institute, Carnegie Mellon University

What it measures

GSM-Hard keeps the English grade-school word-problem templates of the GSM8K test set and replaces one number in each question with a random integer of up to seven digits. The intent, from the PAL paper, is to test whether a model that can solve GSM8K is actually doing the arithmetic, rather than exploiting the fact that many GSM8K quantities are small integers. The story and the required operations stay the same; only the magnitude of one operand, and therefore the numeric target, change.

Task format

Free-response English word problem; the model must emit a final numeric answer, which reporters extract and score by exact match. PAL additionally scores programs executed in a Python interpreter.

Models reporting this benchmark

No model card in ModelSpec reports this benchmark yet.

Data

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