DeepData/Datasets/Graduate Math
Focus line

Graduate coursework, qualifying-exam and olympiad-level mathematics: proofs, constructions and calculations that still challenge today's strongest models, each with a complete, rigorous solution.

Scale1M+ problems
LevelsGraduate · Competition
FormatJSONL · LaTeX
Accuracy98%+ sampled
01Why this data

What makes it worth training on.

Expert-level difficulty

Kept only when the problem stays hard for current frontier models.

Graduate & competition math: 1M+ problems →
Verified, not just generated

Every solution is checked by independent SOTA models before delivery.

98%+ sampled accuracy · 97%+ customer-validated →
Copyright-clear by construction

Newly composed problems, not copies of textbooks or contest archives.

Similarity-deduplicated against sources and public corpora →
02Sample

Inspect the data.

Real items from this line, shown exactly as delivered. Switch to JSON for the raw record, or download the public sample file.

Samples24 of 110
MathematicsGraduateProof

Let be a finite Borel measure on , and let denote its singular part with respect to Lebesgue measure in the Lebesgue decomposition . Prove that there exists a dense set such that and .

See explanation

By singularity of with respect to , choose a Borel set such that and (if , take ). For each , by outer regularity of Lebesgue measure, choose a relatively open set containing with ; if , take . Also choose a relatively open dense set with , for example a union of sufficiently small open intervals around a countable dense subset of . Set . Then each is relatively open and dense in , and . Let . By the Baire category theorem, is dense in and is a set. Since for every , , so , hence equality. Finally, for every , so .

Download the public sample↓ advanced-math-sample.jsonl177 KB
03Coverage

How it is sliced.

Levels

Graduate coursework and qualifying-exam level; olympiad and elite-competition level.

Disciplines

Analysis, measure theory, algebra, number theory, combinatorics, geometry, inequalities, probability, plus mathematical physics.

Question types

Proofs, calculations, constructions and short answers. Proofs ship with complete arguments.

Filtering

Retained only when verification confirms correctness and difficulty.

04Schema

Record format.

FieldTypeDescription
idstringStable unique identifier.
subjectstringDiscipline, e.g. Mathematics, Physics, Chemistry.
levelstringUndergraduate · Graduate · Competition.
qtypestringProof · Calculation · Short answer · Single / multiple choice · Fill-in-the-blank · True / false.
questionstringProblem statement in Markdown with LaTeX.
optionsarray | nullAnswer options for choice questions.
answerstringFinal answer, verifiable where the question type allows.
solutionstringFull step-by-step reasoning.
05Use

Built for.

  • Advanced reasoning RLHard problems with verifiable answers for RL on long reasoning chains.
  • AI for ScienceRigorous mathematics for models that must prove, not just compute.
  • Frontier evaluationHeld-out sets that probe the upper limit of mathematical reasoning.
Contact

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