Higher-difficulty benign request evaluations (Anthropic)
Models answer harder benign requests that resemble harmful ones. Score is the refusal rate, where lower is better.
In-house Anthropic evaluation. The tasks are not public.
- Level
- Everyday Most adults, without training
- Scored
- Graded by a model A language model scores each response, usually against a rubric.
- Answers
- Open-ended Free-form text, documents, designs or media judged as a whole.
Claude Opus 4.7 leads with 0.01% among models released by Apr 2026
Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.
The newest model with a score here came out in Apr 2026, and nobody has reported a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:
- GPT-6 Astra
- Claude Opus 5.5
- GPT-6.1 Terra
- GPT-6.1 Sol
- and 16 more
- 1 Claude Opus 4.7 0.01%
- 2 Claude Mythos Preview 0.02%
- 3 Claude Opus 4.6 0.04%
- 4 Claude Sonnet 4.6 0.18%
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | Claude Opus 4.7 | 0.01% | Apr 2026 | Model card | |
| 2 | Claude Mythos Preview | 0.02% | Apr 2026 | Model card | |
| 3 | Claude Opus 4.6 | 0.04% | Feb 2026 | Model card | |
| 4 | Claude Sonnet 4.6 | 0.18% | Feb 2026 | Model card |
3 models have held number one since its release in Feb 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Labs report it only in system cards
We read the headline results of 479 launch posts from 51 labs, and none of them list this benchmark. Some system cards do, below.
4 system cards report it, from 1 lab
Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.
| Date | Document | Score | As the document writes it | Section |
|---|---|---|---|---|
| 16 Apr 2026 | Claude Opus 4.7 system card | 0.01 | Higher-difficulty benign request evaluations, overall refusal rate, lower is better (Table 4.1.3.2.A) | Safety |
| 7 Apr 2026 | Claude Mythos Preview system card | 0.02 | Higher-difficulty benign request evaluations, overall refusal rate, lower is better, English only (Table 8.1.2.2.A) | Safety |
| 17 Feb 2026 | Claude Sonnet 4.6 system card | 0.18 | Higher-difficulty benign request evaluations, overall refusal rate, lower is better (Table 3.1.3.2.A) | Safety |
| 5 Feb 2026 | Claude Opus 4.6 system card | 0.04 | Higher-difficulty benign request evaluations, overall refusal rate, lower is better, English only (Table 3.1.3.2.A) | Safety |
More in Safety and alignment
- FORTRESS In use Paired adversarial and benign national-security misuse prompts. Rubric-graded risk score on adversarial and over-refusal score on benign prompts. Claude Opus 5.5 5.78%
- StrongREJECT In use Forbidden-prompt jailbreak benchmark with a rubric grader that scores how useful a non-refusal actually is.
Inkling 98.6% - AgentDojo In use Agents do tool-use tasks while tools and data carry prompt injections. Attack success rate counts hijacked runs. Grok 4 Fast 0%
- MASK In use Measures whether a model contradicts its own elicited beliefs under pressure to lie. Honesty separated from accuracy.
Muse Spark Open 98.1% - Gray Swan IPI Arena benchmark In use Indirect prompt-injection attacks from public red-teaming competitions replayed on tool, coding and browser agents. Attack success rate at k attempts. GPT-6 Astra 8.50%
- Agentic misalignment suite (Anthropic) In use Agents in simulated company settings face threats or goal conflicts that invite blackmail, leaking or sabotage. Score is the misaligned action rate. Claude Sonnet 4.5 0%