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Computing & AI · Source-linked note

Cobbe and colleagues: GSM8K and verifier-ranked mathematical solutions

Introduced grade-school multi-step word-problem evaluation and trained verifiers to rank generated candidate solutions.

What is recorded here?

Introduced grade-school multi-step word-problem evaluation and trained verifiers to rank generated candidate solutions.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Verifier ranking is not formal proof checking; dataset success does not certify arbitrary mathematical correctness. Benchmark and verifier are retained as one paper package.

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People and systems

Karl Cobbe; Vineet Kosaraju; Mohammad Bavarian; Mark Chen; Heewoo Jun; Lukasz Kaiser; Matthias Plappert; Jerry Tworek; Jacob Hilton; Reiichiro Nakano; Christopher Hesse; John Schulman

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

Cobbe and colleagues: GSM8K and verifier-ranked mathematical solutions

Introduced grade-school multi-step word-problem evaluation and trained verifiers to rank generated candidate solutions.

Scientific scope

Verifier ranking is not formal proof checking; dataset success does not certify arbitrary mathematical correctness. Benchmark and verifier are retained as one paper package.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Karl Cobbe; Vineet Kosaraju; Mohammad Bavarian; Mark Chen; Heewoo Jun; Lukasz Kaiser; Matthias Plappert; Jerry Tworek; Jacob Hilton; Reiichiro Nakano; Christopher Hesse; John Schulman

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources