Deep research

STEM Research QA

Research question-answer data across biology, earth sciences, mathematics and physics.

Benchmark / task domain

STEM Research QA

The work

Reason from research materials to a structured scientific answer.

Questions require literature analysis, experimental interpretation and scientific derivations. Each item connects a research question with supporting materials, a reference answer and assessment criteria.

Delivery can include

01
JSON research questions with paper PDFs and numerical XLSX attachments
02
Reference answers and explanations
03
Itemized scoring criteria

How we evaluate the task

Define how to evaluate the result.

01

Relevance to the research question

02

Scientific reasoning and calculations

03

Completeness of the answer

WORK WITH ASTRAFLUX

What should your
model be able to do?

Share the capability, task types and delivery requirements. We’ll discuss the right program and representative tasks.

Contact us norman383@astraflux.space

Benchmark names indicate reference directions. Task scope and delivery specifications are agreed for each project.