Stubbi
Rankings
Benchmark

DualChem

Evaluate chemistry assistance and risk awareness when questions have both beneficial and harmful uses.

Checked Nov 4, 2026Original Scale AI study

Explore the original evidence

Explore the original evaluation, its methods, and reported findings.

Open eval

Coverage

600 expert-curated chemistry questions reviewed by PhD-level evaluators. Scale AI developed the benchmark with scope and taxonomy input from NIST CAISSI and U.S. government experts; Madhu Sehwag authored the announcement.

Methodology

Assess answer accuracy, assistance to chemistry graduates, recognition of dual-use risk, and agreement with expert severity judgments as separate measures. Creator-reported evaluation; no independent result verification or scores are included.

People & organizations

1

Sources

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