HLE-Diamond
Models answer 1,000 cleaned expert questions from Humanity's Last Exam, 500 on reasoning and 500 on knowledge, closed book. Graded on exact answers.
The makers built it after a year of cleaning as a migration path for when the original set hits its noise ceiling. GPT-6 Astra led at 59.9 percent without tools.
- Level
- Research frontier Researchers, on open problems or tasks that take days
- Scored
- Checked automatically A program checks the result against an answer key, unit tests or the expected final state.
- Answers
- Short answer A number, word or short string matched to a key.
GPT-6 Astra leads with 65.8%
Best score per model from the benchmark's own leaderboard, read on 2 Nov 2026. Where a model ran with several settings or harnesses, we keep its best. Every run is in the next chart.
- 65.8 GPT-6 Astra
- 61.3 GPT-6.1 Sol
- 60.9 Claude Opus 5.5
- 56.9
Gemini 4 Argon
- 55.1 Claude Fable 5.1
- 43.3 Claude Sonnet 5.5
- 43.2 GPT-6 Sol
- 41.0 GPT-5.6 Sol
- 40.6
Muse Wonder
- 40.5 Claude Opus 5
- 38.7 Kimi K3.1 Pro
- 34.6
Muse Spark 1.3
- 33.3
Gemini 3.8 Flash
- 28.3 Kimi K3
- 28.2
Muse Spark Open
- 25.1 GLM-5.3
- 25.0 Grok 4.7
- 16.6
DeepSeek-V4-Pro
- 1 GPT-6 Astra max 65.8%
- 2 GPT-6.1 Sol max 61.3%
- 3 Claude Opus 5.5 max 60.9%
- 4
Gemini 4 Argon high 56.9%
- 5 Claude Fable 5.1 max 55.1%
- 6 Claude Sonnet 5.5 max 43.3%
- 7 GPT-6 Sol max 43.2%
- 8 GPT-5.6 Sol max 41%
- 9
Muse Wonder max 40.6%
- 10 Claude Opus 5 max 40.5%
- 11 Kimi K3.1 Pro max 38.7%
- 12
Muse Spark 1.3 max 34.6%
- 13
Gemini 3.8 Flash high 33.3%
- 14 Kimi K3 max 28.3%
- 15
Muse Spark Open max 28.2%
- 16 GLM-5.3 max 25.1%
- 17 Grok 4.7 max 25%
- 18
DeepSeek-V4-Pro max 16.6%
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | GPT-6 Astra | 65.8% | max | Sep 2026 | Official leaderboard |
| 2 | GPT-6.1 Sol | 61.3% | max | Sep 2026 | Official leaderboard |
| 3 | Claude Opus 5.5 | 60.9% | max | Sep 2026 | Official leaderboard |
| 4 | | 56.9% | high | Sep 2026 | Official leaderboard |
| 5 | Claude Fable 5.1 | 55.1% | max | Sep 2026 | Official leaderboard |
| 6 | Claude Sonnet 5.5 | 43.3% | max | Sep 2026 | Official leaderboard |
| 7 | GPT-6 Sol | 43.2% | max | Sep 2026 | Official leaderboard |
| 8 | GPT-5.6 Sol | 41% | max | Jul 2026 | Official leaderboard |
| 9 | | 40.6% | max | Oct 2026 | Official leaderboard |
| 10 | Claude Opus 5 | 40.5% | max | Jul 2026 | Official leaderboard |
| 11 | Kimi K3.1 Pro | 38.7% | max | Oct 2026 | Official leaderboard |
| 12 | | 34.6% | max | Sep 2026 | Official leaderboard |
| 13 | | 33.3% | high | Sep 2026 | Official leaderboard |
| 14 | Kimi K3 | 28.3% | max | Jul 2026 | Official leaderboard |
| 15 | | 28.2% | max | Oct 2026 | Official leaderboard |
| 16 | GLM-5.3 | 25.1% | max | Aug 2026 | Official leaderboard |
| 17 | Grok 4.7 | 25% | max | Sep 2026 | Official leaderboard |
| 18 | | 16.6% | max | Apr 2026 | Official leaderboard |
Labs report scores for 1 model in their cards. We plot every source in the charts below.
More effort adds a median 6 points
Models the leaderboard ran at two or more effort levels. We don’t have enough cost data here to say what the extra effort costs.
| Model | Effort | Harness | Score | Cost per task | Output tokens |
|---|---|---|---|---|---|
| GPT-6 Astra | max | 65.8% | |||
| GPT-6.1 Sol | max | 61.3% | |||
| Claude Opus 5.5 | max | 60.9% | |||
| GPT-6 Astra | high | 59.9% | |||
| | high | 56.9% | |||
| | max | 56.9% | |||
| Claude Fable 5.1 | max | 55.1% | |||
| Claude Opus 5.5 | high | 54.6% | |||
| GPT-6.1 Sol | high | 53.2% | |||
| Claude Fable 5.1 | high | 51.6% | |||
| Claude Sonnet 5.5 | max | 43.3% | |||
| GPT-6 Sol | max | 43.2% | |||
| GPT-5.6 Sol | max | 41% | |||
| | max | 40.6% | |||
| Claude Opus 5 | max | 40.5% | |||
| Kimi K3.1 Pro | max | 38.7% | |||
| Claude Opus 5 | high | 38.1% | |||
| | high | 34.7% | |||
| | max | 34.6% | |||
| | high | 33.3% | |||
| | max | 33.3% | |||
| Claude Sonnet 5.5 | high | 33.1% | |||
| GPT-6 Sol | high | 32.8% | |||
| GPT-5.6 Sol | high | 30.4% | |||
| Kimi K3.1 Pro | high | 29.5% | |||
| Kimi K3 | max | 28.3% | |||
| | max | 28.2% | |||
| GLM-5.3 | max | 25.1% | |||
| Grok 4.7 | max | 25% | |||
| | high | 24.9% | |||
| | high | 24.6% | |||
| Grok 4.7 | high | 22.8% | |||
| GLM-5.3 | high | 22.3% | |||
| Kimi K3 | high | 21.7% | |||
| | max | 16.6% | |||
| | high | 13.4% |
2 models have held number one since its release in Sep 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.
One lab put it in a launch post in the last six months
Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.
| Date | Launch post | Score | As the post writes it |
|---|---|---|---|
| 15 Oct 2026 | 26.1 | HLE-Diamond (no tools) |
Versions
We switch the top row to each new version when it comes out. Open it for one row per version. An old version stays in play while people still test it, so whoever first takes it past 85% gets credit for closing it out.
More in Knowledge
- MMLU-Pro In use Harder 10-option version of MMLU with reasoning-focused questions across 14 subjects.
Intern-S2-397B 89.8%
- SuperGPQA In use 26,529 graduate-level multiple-choice questions across 285 disciplines. Accuracy.
Qwen 3.6 Max (Preview) 73.9%
- WideSearch In use 200 bilingual broad info-seeking tasks: agent collects many atomic facts into a table. Scored by success rate and row/item F1.
Tencent Hy4 preview 83.9%
- KMMLU-Pro In use Models answer multiple-choice questions taken from Korean National Professional Licensure exams. It tests professional knowledge used in Korean industry.
Solar Pro 4 79.2%
- BIG-Bench Extra Hard In use Models solve harder replacements for each of the 23 BIG-Bench Hard tasks, 4,520 examples in total. The score is a harmonic mean of task accuracies.
Gemma 4 31B IT 74.4%
- HLE-Verified In use Verified and revised version of Humanity's Last Exam (1,811 items) with uncertain items removed.
Seed2.0 Pro 73.6%