Difficult broad knowledge and reasoning benchmark score.
Humanity's Last Exam is a broad expert benchmark from CAIS and Scale AI. The public project describes 2,500 difficult questions across many subjects, with closed-ended answers for automatic grading and held-out questions to monitor overfitting.
Test type: Closed-ended expert reasoning and knowledge benchmark with automatic grading.
536 models have this metric.
Current leader: Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)
Project links
This app ranks the HLE score exposed by the Artificial Analysis snapshot.
Top models ranked by HLE.
| Rank | Model | Creator | Value | Speed | Blended Price |
|---|---|---|---|---|---|
| #1 | Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) | Anthropic | 53.3% | 69.4 tok/s | $20.00/M |
| #2 |
| OpenAI |
| 47.2% |
| 67.4 tok/s |
| $11.25/M |
| #3 | Claude Opus 4.8 (Adaptive Reasoning, Max Effort) | Anthropic | 45.7% | 54.3 tok/s | $10.00/M |
| #4 | Muse Spark 1.1 (xhigh) | Meta | 45.1% | 124.3 tok/s | $2.00/M |
| #5 | GPT-5.6 Sol (xhigh) | OpenAI | 44.7% | 57 tok/s | $11.25/M |
| #6 | Gemini 3.1 Pro Preview | 44.7% | 123.1 tok/s | $4.50/M |
| #7 | GPT-5.5 (xhigh) | OpenAI | 44.3% | 73.9 tok/s | $11.25/M |
| #8 | GPT-5.6 Sol (high) | OpenAI | 44.1% | 56.2 tok/s | $11.25/M |
| #9 | GPT-5.5 (high) | OpenAI | 43.0% | 58.4 tok/s | $11.25/M |
| #10 | GPT-5.6 Terra (max) | OpenAI | 41.8% | 170.1 tok/s | $5.63/M |
| #11 | GPT-5.4 (xhigh) | OpenAI | 41.6% | 154.5 tok/s | $5.63/M |
| #12 | Gemini 3.5 Flash (high) | 41.0% | 241.2 tok/s | $3.38/M |
| #13 | GPT-5.5 (medium) | OpenAI | 40.6% | 58.3 tok/s | $11.25/M |
| #14 | Grok 4.5 (high) | SpaceXAI | 40.3% | 122.8 tok/s | $3.00/M |
| #15 | GLM-5.2 (max) | Z AI | 40.1% | 149.2 tok/s | $2.15/M |
| #16 | GPT-5.6 Terra (xhigh) | OpenAI | 40.0% | 117.6 tok/s | $5.63/M |
| #17 | GPT-5.3 Codex (xhigh) | OpenAI | 39.9% | 95.4 tok/s | $4.81/M |
| #18 | Muse Spark | Meta | 39.9% | n/a | - |
| #19 | Gemini 3.5 Flash (medium) | 39.9% | 234.7 tok/s | $3.38/M |
| #20 | GPT-5.6 Sol (medium) | OpenAI | 39.7% | 55.6 tok/s | $11.25/M |
| #21 | Claude Sonnet 5 (Adaptive Reasoning, Max Effort) | Anthropic | 39.6% | 89.2 tok/s | $4.00/M |
| #22 | Claude Opus 4.7 (Adaptive Reasoning, Max Effort) | Anthropic | 39.6% | 49.5 tok/s | $10.00/M |
| #23 | Qwen3.7 Max | Alibaba | 38.1% | 198.9 tok/s | $3.75/M |
| #24 | GPT-5.6 Luna (max) | OpenAI | 37.2% | 243.6 tok/s | $2.25/M |
| #25 | Gemini 3 Pro Preview (high) | 37.2% | n/a | $4.50/M |
| #26 | MiniMax-M3 | MiniMax | 37.1% | 94.8 tok/s | $0.525/M |
| #27 | GPT-5.6 Terra (high) | OpenAI | 36.7% | 109.5 tok/s | $5.63/M |
| #28 | Claude Opus 4.6 (Adaptive Reasoning, Max Effort) | Anthropic | 36.7% | 49.5 tok/s | $10.00/M |
| #29 | GPT-5.6 Sol (low) | OpenAI | 36.6% | 57.1 tok/s | $11.25/M |
| #30 | Grok Build 0.1 0616 | SpaceXAI | 36.0% | 46.3 tok/s | $1.25/M |
| #31 | DeepSeek V4 Pro (Reasoning, Max Effort) | DeepSeek | 35.9% | 63.7 tok/s | $0.544/M |
| #32 | Kimi K2.6 | Kimi | 35.9% | 39.2 tok/s | $1.71/M |
| #33 | GPT-5.6 Luna (xhigh) | OpenAI | 35.6% | 185.7 tok/s | $2.25/M |
| #34 | GPT-5.2 (xhigh) | OpenAI | 35.4% | 80.5 tok/s | $4.81/M |
| #35 | Grok 4.3 (high) | SpaceXAI | 35.0% | 112.5 tok/s | $1.56/M |
| #36 | Gemini 3 Flash Preview (Reasoning) | 34.7% | 197.7 tok/s | $1.13/M |
| #37 | MiMo-V2.5-Pro | Xiaomi | 33.8% | 57.1 tok/s | $0.544/M |
| #38 | DeepSeek V4 Pro (Reasoning, High Effort) | DeepSeek | 33.5% | 57.6 tok/s | $0.544/M |
| #39 | GPT-5.2 Codex (xhigh) | OpenAI | 33.5% | 125.5 tok/s | $4.81/M |
| #40 | KAT-Coder-Pro V1 | KwaiKAT | 33.4% | n/a | - |
| #41 | Qwen3.7 Plus | Alibaba | 33.4% | 52.4 tok/s | $0.700/M |
| #42 | Kimi K2.7 Code | Kimi | 32.8% | 43 tok/s | $1.71/M |
| #43 | Nex-N2-Pro | Nex AGI | 32.4% | 138.6 tok/s | $1.00/M |
| #44 | Grok 4.20 0309 v2 (Reasoning) | SpaceXAI | 32.2% | 159.2 tok/s | $3.00/M |
| #45 | DeepSeek V4 Flash (Reasoning, Max Effort) | DeepSeek | 32.1% | 101.1 tok/s | $0.175/M |
| #46 | LongCat 2.0 | LongCat | 32.1% | n/a | - |
| #47 | GPT-5.6 Terra (medium) | OpenAI | 31.6% | 103.3 tok/s | $5.63/M |
| #48 | GPT-5.6 Luna (high) | OpenAI | 31.6% | 191.2 tok/s | $2.25/M |
| #49 | Hy3 | Tencent | 31.6% | 48 tok/s | - |
| #50 | Claude Opus 4.7 (Non-reasoning, High Effort) | Anthropic | 31.2% | 43 tok/s | $10.00/M |
| #51 | GPT-5.5 (low) | OpenAI | 31.0% | 56.8 tok/s | $11.25/M |
| #52 | Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) | Anthropic | 30.0% | 72 tok/s | $6.00/M |
| #53 | Grok 4.20 0309 (Reasoning) | SpaceXAI | 30.0% | n/a | $3.00/M |
| #54 | Inkling (xhigh) | Thinking Machines | 29.7% | 82.9 tok/s | $2.57/M |
| #55 | Kimi K2.5 (Reasoning) | Kimi | 29.4% | 46.8 tok/s | $1.20/M |
| #56 | GPT-5.4 (low) | OpenAI | 28.9% | 98.2 tok/s | $5.63/M |
| #57 | Qwen3.6 Max Preview | Alibaba | 28.9% | 37 tok/s | $2.93/M |
| #58 | Claude Opus 4.5 (Reasoning) | Anthropic | 28.4% | 58.5 tok/s | $10.00/M |
| #59 | MiMo-V2-Pro | Xiaomi | 28.3% | n/a | - |
| #60 | Grok 4.3 (medium) | SpaceXAI | 28.1% | 107.9 tok/s | $1.56/M |
| #61 | MiniMax-M2.7 | MiniMax | 28.1% | 48.6 tok/s | $0.525/M |
| #62 | GLM-5.1 (Reasoning) | Z AI | 28.0% | 67.9 tok/s | $2.15/M |
| #63 | DeepSeek V4 Flash (Reasoning, High Effort) | DeepSeek | 27.8% | n/a | $0.175/M |
| #64 | Gemini 3 Pro Preview (low) | 27.6% | n/a | $4.50/M |
| #65 | GPT-5.6 Terra (low) | OpenAI | 27.4% | 102.3 tok/s | $5.63/M |
| #66 | Qwen3.5 397B A17B (Reasoning) | Alibaba | 27.3% | 58.2 tok/s | $1.35/M |
| #67 | GLM-5 (Reasoning) | Z AI | 27.2% | 46.2 tok/s | $1.55/M |
| #68 | GPT-5.4 mini (xhigh) | OpenAI | 26.6% | 167.5 tok/s | $1.69/M |
| #69 | Nemotron 3 Ultra 550B A55B (Reasoning) | NVIDIA | 26.6% | 181.6 tok/s | $1.18/M |
| #70 | GPT-5.4 nano (xhigh) | OpenAI | 26.5% | 161.4 tok/s | $0.463/M |
| #71 | GPT-5 (high) | OpenAI | 26.5% | 102.7 tok/s | $3.44/M |
| #72 | GPT-5.1 (high) | OpenAI | 26.5% | 89.9 tok/s | $3.44/M |
| #73 | Qwen3 Max Thinking | Alibaba | 26.2% | n/a | - |
| #74 | DeepSeek V3.2 Speciale | DeepSeek | 26.1% | n/a | - |
| #75 | Qwen3.6 Plus | Alibaba | 25.7% | 53.3 tok/s | $1.13/M |
| #76 | GLM-5.1 (Non-reasoning) | Z AI | 25.6% | 52.4 tok/s | $2.15/M |
| #77 | GPT-5 Codex (high) | OpenAI | 25.6% | 167.4 tok/s | $3.44/M |
| #78 | Hy3-preview (Reasoning) | Tencent | 25.5% | 124.1 tok/s | $0.200/M |
| #79 | GLM-5-Turbo | Z AI | 25.4% | n/a | - |
| #80 | MiMo-V2.5 | Xiaomi | 25.2% | 75.5 tok/s | $0.175/M |