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LLM Atlas

Benchmarks

XSTest

activeSafety and alignmentcontamination risk: mediumlaunched 2023-08-02

Benchmark metadata from benchwiki — this page mirrors their record so scores can be joined to it. The original is canonical.

What it measures

A 450-prompt test of whether models refuse unsafe requests without over-refusing superficially similar safe ones.

Primary metric
unsafe-prompt total refusal rate (%)
Judge model
not judged by a model
Human baseline
not reportedNo single human score is appropriate. Humans created and labeled the prompts and response taxonomy; the desired direction is compliance on safe prompts and refusal on unsafe prompts.
Languages
English

Health

With 250 safe and 200 unsafe prompts, a few responses move category rates visibly. Timeline scores are manual total refusal on unsafe prompts (full plus partial); the model label records the companion safe-prompt total-refusal rate. Timeline dates are model public-launch dates, not evaluation dates.

Status evidence
XSTest remains a useful two-sided calibration diagnostic because it measures exaggerated refusal alongside harmful compliance, though its small public set should be paired with broader tests.
Saturated since
not saturated
Refresh cycle
static
Test set public
yes

Keep the official prompt taxonomy intact, publish per-type results, and supplement it with fresh private borderline prompts.

Models scored on this benchmark

The reverse lookup, which is this site’s addition: every model here with a score on this benchmark. Independent measurements and vendor-reported numbers are kept apart rather than interleaved, because they are different claims.

No model on this site has a score on this benchmark yet. That usually means the models that were measured on it are not in the registry, rather than that nobody has run it.

Trajectory

GPT-4 (unsafe total refusal; safe 8.4%) — 99.5 on 2023-03-14 (independent)Llama 2.0 prompt (unsafe total refusal; safe 59.6%) — 100 on 2023-07-18 (independent)Llama 2.1 prompt (unsafe total refusal; safe 29.6%) — 100 on 2023-07-18 (independent)Mistral-Instruct prompt (unsafe total refusal; safe 1.6%) — 36 on 2023-09-27 (independent)Mistral-Guard prompt (unsafe total refusal; safe 18.8%) — 96.5 on 2023-09-27 (independent)202320231000
independent · vendor-reported. Points are not joined: the scores come from different models, harnesses and protocol versions, and a line between them would claim a continuity the data does not have.

Source

This record is maintained by benchwiki and mirrored here. Read the original. Upstream last updated 2026-09-14; fetched 2026-10-19 by this site.