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Multimodal Chemistry QSA

Available Now · Sample Available

Multimodal Chemistry QSA

Research-level chemistry with spectra, reaction schemes, and experimental figures.

Volume

0

Volume

Scalable Volume

Coverage

Grad, PhD, Chemistry, Organic Chemistry

53.3%Claude Opus 5 · Pass@1
60%Claude Opus 5 · Pass@3
61.7%Claude Opus 5 · Pass@1
70%Claude Opus 5 · Pass@3

Targets

MMMU (Chemistry), ChemBench (MM), MMMU-Pro (Chemistry), HLE (MM)

Modality & Delivery

ImageText→Text

Formats

Excel (.xlsx)Images

What You Receive

Advanced multimodal chemistry problems paired with spectra, reaction schemes, molecular structures, and experimental figures. Built for MMMU-Pro Chemistry and HLE MM.

Coverage

Package Structure

Differentiators

  • Structured question, worked solution, and final answer record format.
  • Pairs domain questions with task-relevant visual evidence.

Record Schema

ABCD
1answerimage_refquestionsolution
2The concise final answer associated with the question.Reference to the image associated with the record, when supplied.The question or task presented in the dataset record.The worked solution or supporting reasoning for the question.

Results

ModelMetricResult
Claude Opus 5Pass@153.3%
Claude Opus 5Pass@360%
Claude Opus 5Pass@161.7%
Claude Opus 5Pass@370%

Methodology & Quality

Methodology

Questions are expert-authored, then split across an SME pool for complexity validation before benchmarking.

SME involvement

Domain-expert curated with up to L2 review

Stressors

Combined visual interpretation and domain reasoning.

Design criteria

  1. Keep the question, supporting solution, and final answer as distinct record components.
  2. Require visual extraction together with domain-specific reasoning.

Build assumptions

Quality approach

Known limitations

Customization & Scalability

Custom sets available. Additional volume in progress

Get Started

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