Early accessLLMGR-LLM-01

Expert STEM Problems

Original research-level science problems with expert-written solutions.

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Subjects: 4
Level: Research
Language: English
Solutions: Step-by-step

Illustrative rendering of annotation layers.

01Overview

Original problems in mathematics, physics, chemistry and biology written by domain experts, each with a reference answer and a step-by-step solution. Problems are long, multi-constraint research scenarios with multi-part answers, written to stay hard for current frontier models.

Modalities

Text
LaTeX

Use cases

Reinforcement learning with verifiable answers
Supervised fine-tuning on expert reasoning
Held-out evaluation of frontier reasoning models

02Specification

Content

Subjects: Mathematics, physics, chemistry and biology
Problem style: Open-ended research scenarios with several constraints and a multi-part answer
Answers: Reference answer per problem, suited to automatic checking
Solutions: Step-by-step expert analysis in Markdown with LaTeX
Language: English

Provenance

Authoring: Original problems written by subject experts
Excluded: Published competition problems and figures reproduced from papers are not part of this dataset
Volume: Confirmed per order

03Schema

Field	Type	Description
id	string	Unique problem identifier.
subject	string	Mathematics, physics, chemistry or biology.
question	string	Problem statement (Markdown + LaTeX).
analysis	string	Step-by-step expert solution.
answer	string	Reference final answer.

04File structure

Directory layout

expert-stem-problems/         # indicative; final layout confirmed per delivery
├── data_card.md
└── problems/
    ├── biology.jsonl
    ├── chemistry.jsonl
    ├── mathematics.jsonl
    └── physics.jsonl

05Sample

Sample on request.

Original problems from each subject with solutions and answers

Size: On request
Formats: JSON

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06License

Graviti Commercial Data License

Commercial training and evaluation rights. Volume and exclusivity agreed per order.

How we license data →

07FAQ

Questions about Expert STEM Problems

What is the Expert STEM Problems dataset?

Expert STEM Problems (GR-LLM-01) is a LLM training dataset from Graviti. Original problems in mathematics, physics, chemistry and biology written by domain experts, each with a reference answer and a step-by-step solution. Problems are long, multi-constraint research scenarios with multi-part answers, written to stay hard for current frontier models.

What is Expert STEM Problems used for?

Typical uses: reinforcement learning with verifiable answers, supervised fine-tuning on expert reasoning and held-out evaluation of frontier reasoning models.