198 PhD-written multiple-choice science questions built to resist lookup, the hardest subset of GPQA.
unassessed
| Category | reasoning |
|---|---|
| Subcategory | graduate-level science Q&A |
| Page status | active |
| Metric | accuracy |
| Direction | higher_is_better |
| Unit | % |
| Dataset size | 198 |
| Dataset licence | CC BY 4.0 |
GPQA Diamond tests whether a model can answer graduate-level multiple-choice questions in biology, physics and chemistry that are deliberately built to resist internet lookup. Each question was written and validated by a PhD-level domain expert, then filtered so that expert annotators agreed on the answer while most skilled non-experts, given open web access and significant time, did not. It is a single-turn, text-only, English-language task with four answer options and one correct letter, meant to reward domain reasoning rather than search skill.
Four-option multiple-choice question in biology, physics or chemistry; the model returns a single letter answer, typically after chain-of-thought reasoning.
| Model | Provider | Score | Card as of |
|---|---|---|---|
| Claude Mythos Preview | Anthropic | 94.55 | 2026-04 |
| Gemini 3.1 Pro Preview | Google DeepMind | 94.3 | 2026-04 |
| GPT-5.4 | OpenAI | 92.8 | 2026-04 |
| Claude Opus 4.6 | Anthropic | 91.3 | 2026-04 |
| o3-pro | OpenAI | 89 | 2026-04 |
| o3 | OpenAI | 87.7 | 2026-04 |
| o3-deep-research | OpenAI | 87.7 | 2026-04 |
| GLM 5.1 | Z.ai (Zhipu AI) | 86.2 | 2026-04 |
| o4-mini | OpenAI | 82.3 | 2026-04 |
| o4-mini-deep-research | OpenAI | 82.3 | 2026-04 |
| Gemini 2.5 Pro | Google DeepMind | 80.5 | 2026-04 |
| Gemini 2.5 Pro Preview 05-06 | Google DeepMind | 80.5 | 2026-04 |
| Gemini 2.5 Pro Preview 06-05 | Google DeepMind | 80.5 | 2026-04 |
| Gemini 2.5 Pro Preview TTS | Google DeepMind | 80.5 | 2026-04 |
| o1-pro | OpenAI | 80.5 | 2026-04 |
| o3-mini | OpenAI | 79.7 | 2026-04 |
| GPT-5.1 | OpenAI | 79.1 | 2026-04 |
| GPT-5.1 Chat | OpenAI | 79.1 | 2026-04 |
| GPT-5.1 Codex | OpenAI | 79.1 | 2026-04 |
| GPT-5.1 Codex Max | OpenAI | 79.1 | 2026-04 |
| GPT-5.1 Codex mini | OpenAI | 79.1 | 2026-04 |
| Claude Opus 4 | Anthropic | 78.4 | 2026-04 |
| GPT-5 | OpenAI | 77.2 | 2026-04 |
| GPT-5 Chat (latest) | OpenAI | 77.2 | 2026-04 |
| GPT-5 Pro | OpenAI | 77.2 | 2026-04 |
| GPT-5-Codex | OpenAI | 77.2 | 2026-04 |
| GPT-5.2 | OpenAI | 77.2 | 2026-04 |
| GPT-5.2 Chat | OpenAI | 77.2 | 2026-04 |
| GPT-5.2 Codex | OpenAI | 77.2 | 2026-04 |
| GPT-5.2 Pro | OpenAI | 77.2 | 2026-04 |
| GPT-5.3 Chat (latest) | OpenAI | 77.2 | 2026-04 |
| GPT-5.3 Codex | OpenAI | 77.2 | 2026-04 |
| GPT-5.3 Codex Spark | OpenAI | 77.2 | 2026-04 |
| GPT-5.4 mini | OpenAI | 77.2 | 2026-04 |
| GPT-5.4 nano | OpenAI | 77.2 | 2026-04 |
| GPT-5.4 Pro | OpenAI | 77.2 | 2026-04 |
| Claude Opus 4.5 | Anthropic | 77.0 | 2026-04 |
| Claude Opus 4.5 (latest) | Anthropic | 77.0 | 2026-04 |
| Claude Opus 4.1 | Anthropic | 76.2 | 2026-04 |
| Claude Opus 4.1 (latest) | Anthropic | 76.2 | 2026-04 |
| Grok 4 | xAI | 75.2 | 2026-04 |
| Grok 4 Fast | xAI | 75.2 | 2026-04 |
| Grok 4 Fast (Non-Reasoning) | xAI | 75.2 | 2026-04 |
| Grok 4.1 Fast | xAI | 75.2 | 2026-04 |
| Grok 4.1 Fast (Non-Reasoning) | xAI | 75.2 | 2026-04 |
| Grok 4.20 (Non-Reasoning) | xAI | 75.2 | 2026-04 |
| Grok 4.20 (Reasoning) | xAI | 75.2 | 2026-04 |
| Grok 4.20 Multi-Agent | xAI | 75.2 | 2026-04 |
| Claude Sonnet 4 | Anthropic | 74.1 | 2026-04 |
| Claude Sonnet 4.6 | Anthropic | 74.1 | 2026-04 |
| Claude Opus 4 (latest) | Anthropic | 73.8 | 2026-04 |
| o1 | OpenAI | 73.3 | 2026-04 |
| o1-preview | OpenAI | 73.3 | 2026-04 |
| DeepSeek R1 0528 | DeepSeek | 73.2 | 2026-04 |
| DeepSeek R1 0528 NVFP4 v2 | NVIDIA | 73.2 | 2026-04 |
| Claude Sonnet 4.5 | Anthropic | 72.5 | 2026-04 |
| Claude Sonnet 4.5 (latest) | Anthropic | 72.5 | 2026-04 |
| DeepSeek R1 | DeepSeek | 71.5 | 2026-04 |
| DeepSeek Reasoner | DeepSeek | 71.5 | 2026-04 |
| Qwen3 235B-A22B | Alibaba / Qwen Team | 71.1 | 2026-04 |
| Qwen3-Coder 480B-A35B Instruct | Alibaba / Qwen Team | 70.5 | 2026-04 |
| Gemini 2.5 Flash | Google DeepMind | 70.2 | 2026-04 |
| Gemini 2.5 Flash Image | Google DeepMind | 70.2 | 2026-04 |
| Gemini 2.5 Flash Image (Preview) | Google DeepMind | 70.2 | 2026-04 |
| Gemini 2.5 Flash Lite | Google DeepMind | 70.2 | 2026-04 |
| Gemini 2.5 Flash Lite Preview 06-17 | Google DeepMind | 70.2 | 2026-04 |
| Gemini 2.5 Flash Lite Preview 09-25 | Google DeepMind | 70.2 | 2026-04 |
| Gemini 2.5 Flash Preview 04-17 | Google DeepMind | 70.2 | 2026-04 |
| Gemini 2.5 Flash Preview 05-20 | Google DeepMind | 70.2 | 2026-04 |
| Gemini 2.5 Flash Preview 09-25 | Google DeepMind | 70.2 | 2026-04 |
| Gemini 2.5 Flash Preview TTS | Google DeepMind | 70.2 | 2026-04 |
| GPT-4.1 | OpenAI | 69.5 | 2026-04 |
| Claude Sonnet 4 (latest) | Anthropic | 68.4 | 2026-04 |
| GPT-5 Mini | OpenAI | 68.2 | 2026-04 |
| Claude Sonnet 3.7 | Anthropic | 68.0 | 2026-04 |
| Gemma 4 31B | Google DeepMind | 67.8 | 2026-04 |
| gemma 4 31B it | Google DeepMind | 67.8 | 2026-04 |
| gemma 4 31B it GGUF | Unsloth | 67.8 | 2026-04 |
| Gemma 4 31B IT NVFP4 | NVIDIA | 67.8 | 2026-04 |
| Gemma 4 26B | Google DeepMind | 65.2 | 2026-04 |
| gemma 4 26B A4B it | Google DeepMind | 65.2 | 2026-04 |
| gemma 4 26B A4B it GGUF | Unsloth | 65.2 | 2026-04 |
| Claude Sonnet 3.5 | Anthropic | 65.0 | 2026-04 |
| Claude Sonnet 3.5 v2 | Anthropic | 65.0 | 2026-04 |
| DeepSeek V3.2 | DeepSeek | 64.5 | 2026-04 |
| DeepSeek V3.2 Exp | DeepSeek | 64.5 | 2026-04 |
| Grok 3 | xAI | 62.8 | 2026-04 |
| Grok 3 Fast | xAI | 62.8 | 2026-04 |
| Grok 3 Fast Latest | xAI | 62.8 | 2026-04 |
| Grok 3 Latest | xAI | 62.8 | 2026-04 |
| Llama 4 Maverick 17B 128E Instruct | Meta | 62.5 | 2026-04 |
| Llama-4-Maverick-17B-128E-Instruct-FP8 | Meta | 62.5 | 2026-04 |
| Qwen3 32B | Alibaba / Qwen Team | 62.5 | 2026-04 |
| Qwen3 32B AWQ | Alibaba / Qwen Team | 62.5 | 2026-04 |
| Qwen3 32B NVFP4 | NVIDIA | 62.5 | 2026-04 |
| DeepSeek V3.1 | DeepSeek | 62.3 | 2026-04 |
| Claude Haiku 4.5 | Anthropic | 62.1 | 2026-04 |
| Claude Haiku 4.5 (latest) | Anthropic | 62.1 | 2026-04 |
| Magistral Medium (latest) | Mistral AI | 60.2 | 2026-04 |
| Gemini 2.0 Flash | Google DeepMind | 60.1 | 2026-04 |
| GPT-4.1 mini | OpenAI | 60.1 | 2026-04 |
| o1-mini | OpenAI | 60.0 | 2026-04 |
| Claude Opus 3 | Anthropic | 59.4 | 2026-04 |
| DeepSeek Chat | DeepSeek | 59.1 | 2026-04 |
| DeepSeek V2 | DeepSeek | 59.1 | 2026-04 |
| DeepSeek V2 Lite | DeepSeek | 59.1 | 2026-04 |
| DeepSeek V2 Lite Chat | DeepSeek | 59.1 | 2026-04 |
| DeepSeek V3 | DeepSeek | 59.1 | 2026-04 |
| DeepSeek V3 0324 | DeepSeek | 59.1 | 2026-04 |
| QwQ Plus | Alibaba / Qwen Team | 58.5 | 2026-04 |
| Gemma 3 27B | Google DeepMind | 58.2 | 2026-04 |
| Gemini 1.5 Pro | Google DeepMind | 55.8 | 2026-04 |
| Llama 4 Scout 17B 16E | Meta | 55.8 | 2026-04 |
| Llama 4 Scout 17B 16E Instruct | Meta | 55.8 | 2026-04 |
| Llama-4-Scout-17B-16E-Instruct-FP8 | Meta | 55.8 | 2026-04 |
| Mistral Large (latest) | Mistral AI | 55.5 | 2026-04 |
| Mistral Large 2.1 | Mistral AI | 55.5 | 2026-04 |
| Mistral Large 3 | Mistral AI | 55.5 | 2026-04 |
| Grok 3 Mini | xAI | 55.3 | 2026-04 |
| Grok 3 Mini Fast | xAI | 55.3 | 2026-04 |
| Grok 3 Mini Fast Latest | xAI | 55.3 | 2026-04 |
| Grok 3 Mini Latest | xAI | 55.3 | 2026-04 |
| DeepSeek R1 Distill Llama 70B | DeepSeek | 55.2 | 2026-04 |
| Qwen3 30B A3B Instruct 2507 | Alibaba / Qwen Team | 55.2 | 2026-04 |
| Qwen3 30B A3B NVFP4 | NVIDIA | 55.2 | 2026-04 |
| Qwen3 30B-A3B | Alibaba / Qwen Team | 55.2 | 2026-04 |
| GPT-5 Nano | OpenAI | 55.1 | 2026-04 |
| Qwen2.5 72B Instruct | Alibaba / Qwen Team | 54.8 | 2026-04 |
| GPT-4o | OpenAI | 53.6 | 2026-04 |
| GPT-4o (2024-05-13) | OpenAI | 53.6 | 2026-04 |
| GPT-4o (2024-08-06) | OpenAI | 53.6 | 2026-04 |
| GPT-4o (2024-11-20) | OpenAI | 53.6 | 2026-04 |
| DeepSeek R1 Distill Qwen 32B | DeepSeek | 52.8 | 2026-04 |
| phi 4 | Microsoft | 52.5 | 2026-04 |
| Phi 4 multimodal instruct | Microsoft | 52.5 | 2026-04 |
| Claude Haiku 3.5 | Anthropic | 51.2 | 2026-04 |
| Claude Haiku 3.5 (latest) | Anthropic | 51.2 | 2026-04 |
| Magistral Small | Mistral AI | 50.5 | 2026-04 |
| Magistral Small 2506 | Mistral AI | 50.5 | 2026-04 |
| Llama 3.3 70B Instruct NVFP4 | NVIDIA | 50.2 | 2026-04 |
| Llama-3.3-70B-Instruct | Meta | 50.2 | 2026-04 |
| Grok 2 | xAI | 50.1 | 2026-04 |
| Grok 2 (1212) | xAI | 50.1 | 2026-04 |
| Grok 2 Latest | xAI | 50.1 | 2026-04 |
| Grok 2 Vision | xAI | 50.1 | 2026-04 |
| Grok 2 Vision (1212) | xAI | 50.1 | 2026-04 |
| Grok 2 Vision Latest | xAI | 50.1 | 2026-04 |
| Qwen3 14B | Alibaba / Qwen Team | 50.1 | 2026-04 |
| Qwen3 14B AWQ | Alibaba / Qwen Team | 50.1 | 2026-04 |
| Qwen3 14B NVFP4 | NVIDIA | 50.1 | 2026-04 |
| Llama 3.1 405B | Meta | 49.8 | 2026-04 |
| Llama 3.1 405B FP8 | Meta | 49.8 | 2026-04 |
| Llama 3.1 405B Instruct | Meta | 49.8 | 2026-04 |
| Llama 3.1 405B Instruct FP8 | Meta | 49.8 | 2026-04 |
| GPT-4 Turbo | OpenAI | 49.3 | 2026-04 |
| Gemini 2.0 Flash Lite | Google DeepMind | 48.5 | 2026-04 |
| Qwen2.5 32B Instruct | Alibaba / Qwen Team | 48.5 | 2026-04 |
| Qwen2.5 32B Instruct AWQ | Alibaba / Qwen Team | 48.5 | 2026-04 |
| GPT-4.1 nano | OpenAI | 48.3 | 2026-04 |
| Command A | Cohere | 48.2 | 2026-04 |
| Command A Reasoning | Cohere | 48.2 | 2026-04 |
| gemma 2 27B it | Google DeepMind | 48.1 | 2026-04 |
| GPT-4o mini | OpenAI | 46.1 | 2026-04 |
| Claude Sonnet 3 | Anthropic | 45.5 | 2026-04 |
| Gemma 3 12B | Google DeepMind | 45.5 | 2026-04 |
| DeepSeek R1 Distill Qwen 14B | DeepSeek | 45.3 | 2026-04 |
| Gemini 1.5 Flash | Google DeepMind | 45.2 | 2026-04 |
| Gemini 1.5 Flash-8B | Google DeepMind | 45.2 | 2026-04 |
| Codestral (latest) | Mistral AI | 42.5 | 2026-04 |
| Command R+ | Cohere | 42.5 | 2026-04 |
| Llama 3.1 70B | Meta | 42.5 | 2026-04 |
| Llama 3.1 70B Instruct | Meta | 42.5 | 2026-04 |
| Qwen2.5 Coder 32B Instruct | Alibaba / Qwen Team | 42.5 | 2026-04 |
| Qwen2.5 Coder 32B Instruct AWQ | Alibaba / Qwen Team | 42.5 | 2026-04 |
| Qwen3 8B | Alibaba / Qwen Team | 42.5 | 2026-04 |
| Qwen3 8B AWQ | Alibaba / Qwen Team | 42.5 | 2026-04 |
| Qwen3 8B Base | Alibaba / Qwen Team | 42.5 | 2026-04 |
| Phi 4 mini instruct | Microsoft | 42.1 | 2026-04 |
| Qwen2.5 14B Instruct | Alibaba / Qwen Team | 42.1 | 2026-04 |
| Qwen2.5 14B Instruct AWQ | Alibaba / Qwen Team | 42.1 | 2026-04 |
| Claude Haiku 3 | Anthropic | 41.2 | 2026-04 |
| Meta Llama 3 70B | Meta | 39.8 | 2024-07 |
| GPT-4 | OpenAI | 39.7 | 2026-04 |
| DeepSeek R1 Distill Qwen 7B | DeepSeek | 38.5 | 2026-04 |
| gemma 2 9B | Google DeepMind | 38.2 | 2026-04 |
| gemma 2 9B it | Google DeepMind | 38.2 | 2026-04 |
| Yi 1.5 9B | 01.AI | 37.9 | 2024-07 |
| Yi 34B | 01.AI | 36.7 | 2024-07 |
| Yi 1.5 34B | 01.AI | 36.5 | 2026-04 |
| Yi 1.5 34B Chat | 01.AI | 36.5 | 2026-04 |
| Yi 1.5 34B 32K | 01.AI | 36.3 | 2024-07 |
| DeepSeek R1 Distill Llama 8B | DeepSeek | 36.2 | 2026-04 |
| Mixtral 8x22B | Mistral AI | 36.1 | 2026-04 |
| Mixtral 8x22B Instruct v0.1 | Mistral AI | 36.1 | 2026-04 |
| Yi 1.5 9B 32K | 01.AI | 35.9 | 2024-07 |
| Yi 34B 200K | 01.AI | 35.7 | 2024-07 |
| Infinity Instruct 3M 0625 Yi 1.5 9B | BAAI | 35.4 | 2025-03 |
| Command R | Cohere | 35.2 | 2026-04 |
| Qwen2.5 7B | Alibaba / Qwen Team | 35.2 | 2026-04 |
| Qwen2.5 7B Instruct | Alibaba / Qwen Team | 35.2 | 2026-04 |