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LLM Atlas

Benchmarks

WildGuardTest

activeSafety and alignmentcontamination risk: mediumlaunched 2024-06-26

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

What it measures

A human-annotated test set for prompt harmfulness, response harmfulness, and refusal classification.

Primary metric
prompt-harmfulness total F1 (%)
Judge model
not judged by a model
Human baseline
not reportedThe labels come from three independent annotators per prompt-response pair, but no single human model-style F1 baseline is reported.
Languages
English

Health

The released test split has 1,725 prompt-response items. Counting three label tasks yields roughly 5K labeled decisions, which should not be reported as 5,000 independent conversations. The timeline plots prompt-harmfulness total F1 only. Timeline dates are moderator-model public-launch dates, not evaluation dates.

Status evidence
WildGuardTest remains a widely used open moderation test with adversarial and in-the-wild examples across three safety-classification tasks, though its public English-only set is not a deployment policy.
Saturated since
not saturated
Refresh cycle
static
Test set public
yes

Access is gated by Ai2 responsible-use terms. Keep the official split untouched, report task and adversarial subset, and evaluate on private policy-specific traffic before deployment.

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 judge (prompt-harmfulness total F1) — 87.9 on 2023-03-14 (independent)Llama Guard 2 (prompt-harmfulness total F1) — 70.9 on 2024-04-18 (independent)WildGuard (prompt-harmfulness total F1) — 88.9 on 2024-06-26 (independent)20232024890
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.