Math Problems · AI-MO
aimo-validation-math-level-4
Level-4 pre-calculus MATH benchmark problems with integer outputs for AIMO challenge validation.
What aimo-validation-math-level-4 is
aimo-validation-math-level-4 is a curated evaluation dataset developed by AI-MO for testing automated mathematical reasoning systems. It consists of level-4 problems derived from the lighteval/MATH benchmark, representing pre-calculus difficulty.
The dataset is specifically designed for fine-grained model evaluation and validation within the AI Mathematical Olympiad (AIMO) challenge. It isolates problems at a defined difficulty tier to assess how well computational models handle intermediate-to-advanced mathematical problem-solving.
How it was made
The dataset is built from a subset of level-4 problems in the lighteval/MATH benchmark. Ground-truth answers originally enclosed in LaTeX boxed notation were extracted and processed.
Records were filtered to retain only problems that resolve to integer outputs, discarding any tasks with non-integer final solutions. The resulting text data is structured and stored in Parquet format.
Key facts
- Difficulty level
- Level 4 (pre-calculus)
- Source data
- lighteval/MATH
- Modality
- Text
- File format
- Parquet
- Answer constraints
- Integer outputs only
What you can use it for
- AIMO Challenge Validation
- Evaluating algorithmic candidates and automated reasoning systems submitted to the AI Mathematical Olympiad challenge.
- Fine-Grained Mathematical Evaluation
- Measuring model accuracy specifically on pre-calculus difficulty tasks to identify reasoning thresholds across difficulty tiers.
- Integer-Targeted Reasoning Benchmarks
- Testing automated theorem-proving and problem-solving pipelines on problems that terminate in strictly integer solutions.
Explore the data
No licence declared
The authors have not published a licence, which means no permission to redistribute the data has been granted to anyone. The rows are not served here; read them on the original dataset page.How the columns are distributed
Over 754 rows of default/train
answer
string_text- min
- 1
- median
- 2
- mean
- 2.02
- max
- 8
id
int- min
- 0
- median
- 376.50
- mean
- 376.50
- max
- 753
problem
string_text- min
- 31
- median
- 147
- mean
- 190.53
- max
- 2,125
Strengths and limits
Good at
- Standardises targets by extracting values directly from LaTeX boxed notation into pure integer answers.
- Enables precise performance tracking on level-4 pre-calculus problems without interference from easier or harder tiers.
Watch out for
- Restricted to questions that yield integer answers, omitting problems requiring fractional, algebraic, or non-integer outputs.
Questions
Can I look inside aimo-validation-math-level-4 without downloading it?
Not here: it declares no licence, so no permission to redistribute its rows has been granted. Its description and statistics are still shown.
What licence is aimo-validation-math-level-4 under?
Its authors have not declared a licence, which means no permission to reuse or redistribute it has been granted.
What source dataset does this collection draw from?
It is constructed from the level-4 subset of the lighteval/MATH dataset.
What form do the answers take?
Target answers were extracted from boxed notation and filtered strictly to include only integer outputs.
What difficulty tier is covered?
It covers level-4 problems, corresponding to pre-calculus mathematics.
Written from aimo-validation-math-level-4's own dataset card. Statements citing a figure that does not appear there are removed before publication. Licence and running details come from our registry.