BlogLLM Benchmark Scores as Published, Side by Side
StrongREJECT: Results as Published
Every result the catalog holds for StrongREJECT: 13 models from 10 developers, read from 2 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Safety and AlignmentMaintainer Alexandra Souly, Qingyuan Lu, Dillon Bowen, Tu Trinh, Elvis Hsieh, Sana Pandey, Pieter Abbeel, Justin Svegliato, Scott Emmons, Olivia Watkins, and Sam ToyerIntroduced 2024Data version 2026103001, as of 2026-10-30
StrongREJECT measures how much useful information a model gives when asked forbidden prompts that require specific harmful information. The project page groups those prompts into six categories: disinformation and deception, illegal goods and services, hate, harassment and discrimination, non-violent crimes, violence, and sexual content. An automated evaluator scores how useful the reply is, either with a rubric judged by a language model or with a smaller model trained on that rubric. The paper uses that score as the measure of whether a jailbreak produced a genuinely useful answer, checked against human judgments.
StrongREJECT
StrongREJECT v2 (adaptive)
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| Muse Spark OpenMeta, released 2026-10-15 | 0.5 | Meta, Meta Muse Spark Open 816B-A42B model cardchecked 2026-10-19 | Effort: xhigh |
| Qwen3.8-2.4T-A95BAlibaba | 65.6 | Meta, Meta Muse Spark Open 816B-A42B model cardchecked 2026-10-19 | Effort: xhigh |
| Kimi K3Moonshot AI, released 2026-07-16 | 66.6 | Meta, Meta Muse Spark Open 816B-A42B model cardchecked 2026-10-19 | Effort: max |
| GLM-5.3Z.ai, released 2026-08-18 | 62.9 | Meta, Meta Muse Spark Open 816B-A42B model cardchecked 2026-10-19 | Effort: max |
| Nemotron 3 UltraNVIDIA, released 2026-06-04 | 80.7 | Meta, Meta Muse Spark Open 816B-A42B model cardchecked 2026-10-19 | - |
| InklingThinking Machines, released 2026-07-14 | 86.4 | Meta, Meta Muse Spark Open 816B-A42B model cardchecked 2026-10-19 | Effort: xhigh |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.