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SciCode

A scientist-curated benchmark that evaluates language models on realistic scientific research coding problems, comprising 338 subproblems decomposed from 80 challenging main problems across 16 natural-science subfields (physics, math, chemistry, biology, materials science).

CodingaccuracyHigher is better
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What is SciCode?

A scientist-curated benchmark that evaluates language models on realistic scientific research coding problems, comprising 338 subproblems decomposed from 80 challenging main problems across 16 natural-science subfields (physics, math, chemistry, biology, materials science). evals.report tracks reported SciCode scores with the model, source, status, date, and run caveats attached — official leaderboard scores, vendor-reported launches, and clearly labeled community runs.

Top reported SciCode score: Fugu — 60.1% (accuracy).

ModelLabScore↓Source modelStatusDate
FuguSakana AI60.1%FuguVerifiedJun 15, 2026Details
Gemini 3.1 Pro PreviewGoogle DeepMind58.9%—UnverifiedFeb 19, 2026Details
Fugu UltraSakana AI58.7%Fugu UltraVerifiedJun 15, 2026Details
GPT-5.4OpenAI56.6%—UnverifiedMar 5, 2026Details
Gemini 3 ProGoogle DeepMind56.1%—UnverifiedNov 18, 2025Details
GPT-5.2-CodexOpenAI54.6%—UnverifiedDec 18, 2025Details
Claude Opus 4.7Anthropic54.5%—UnverifiedApr 16, 2026Details
Kimi K2.6OpenMoonshot AI53.5%—UnverifiedApr 20, 2026Details
GPT-5.3-CodexOpenAI53.2%—UnverifiedFeb 5, 2026Details
Gemini 3.5 FlashGoogle DeepMind53.1%—UnverifiedMay 19, 2026Details
Claude Opus 4.6Anthropic51.9%—UnverifiedFeb 5, 2026Details
Gemini 3 FlashGoogle DeepMind50.6%—UnverifiedDec 17, 2025Details
MiMo-V2.5-ProOpenXiaomi50.2%—UnverifiedApr 22, 2026Details
DeepSeek V4 ProOpenDeepSeek50.0%—UnverifiedApr 24, 2026Details
Claude Opus 4.5Anthropic49.5%—UnverifiedNov 24, 2025Details
Kimi K2.5OpenMoonshot AI49.0%—UnverifiedJan 27, 2026Details
Qwen3.7 Max PreviewAlibaba / Qwen48.8%—UnverifiedMay 14, 2026Details
MiniMax M2.7OpenMiniMax47.0%—UnverifiedMar 18, 2026Details
Claude Sonnet 4.6Anthropic46.9%—UnverifiedFeb 17, 2026Details
o4-miniOpenAI46.5%—UnverifiedApr 16, 2025Details
GPT-5.2OpenAI46.2%—UnverifiedDec 11, 2025Details
GLM-5OpenZ.ai46.2%—UnverifiedFeb 11, 2026Details
Grok 4xAI45.7%—UnverifiedJul 9, 2025Details
GLM-4.7OpenZ.ai45.1%—UnverifiedDec 22, 2025Details
DeepSeek V4 FlashOpenDeepSeek44.9%—UnverifiedApr 24, 2026Details
Claude Sonnet 4.5Anthropic44.7%—UnverifiedSep 29, 2025Details
NVIDIA Nemotron 3 UltraOpenNVIDIA44.6%Nemotron-3-Ultra-550B-A55B (BF16)VerifiedJun 4, 2026Details
Grok 4.1 fast reasoningxAI44.2%—UnverifiedNov 19, 2025Details
GLM-5.1OpenZ.ai43.8%—UnverifiedApr 7, 2026Details
Muse Glimmer 30BOpenMeta43.6%Muse Glimmer-30B (High Reasoning)VerifiedAug 10, 2026Details
Claude Haiku 4.5Anthropic43.3%—UnverifiedOct 15, 2025Details
GPT-5.1OpenAI43.3%—UnverifiedNov 12, 2025Details
Qwen3 MaxAlibaba / Qwen43.1%—UnverifiedSep 5, 2025Details
GPT-5OpenAI42.9%—UnverifiedAug 7, 2025Details
Gemini 2.5 ProGoogle DeepMind42.8%—UnverifiedMar 25, 2025Details
MiniMax M2.5OpenMiniMax42.6%—UnverifiedFeb 12, 2026Details
Kimi K2 InstructOpenMoonshot AI42.4%—UnverifiedJul 11, 2025Details
Qwen3.5-397B-A17BOpenAlibaba / Qwen42.0%—UnverifiedFeb 16, 2026Details
o3OpenAI41.0%—UnverifiedApr 16, 2025Details
GPT-5 miniOpenAI41.0%—UnverifiedAug 7, 2025Details
Claude Opus 4Anthropic40.9%—UnverifiedMay 22, 2025Details
Claude Opus 4.1Anthropic40.9%—UnverifiedAug 5, 2025Details
MiniMax M2.1OpenMiniMax40.7%—UnverifiedDec 23, 2025Details
Claude 3.7 SonnetAnthropic40.3%—UnverifiedFeb 24, 2025Details
Claude Sonnet 4Anthropic40.0%—UnverifiedMay 22, 2025Details
GPT-OSS-120BOpenOpenAI38.9%—UnverifiedAug 5, 2025Details
DeepSeek V3.2OpenDeepSeek38.7%—UnverifiedDec 1, 2025Details
GLM-4.6OpenZ.ai38.4%—UnverifiedSep 30, 2025Details
GPT-4.1OpenAI38.1%—UnverifiedApr 14, 2025Details
DeepSeek V3.1OpenDeepSeek36.7%—UnverifiedAug 21, 2025Details
Claude 3.5 SonnetAnthropic36.6%—UnverifiedJun 20, 2024Details
Qwen3 235B A22B Instruct 2507OpenAlibaba / Qwen36.0%—UnverifiedJul 21, 2025Details
Qwen 3 Coder 480BOpenAlibaba / Qwen35.9%—UnverifiedJul 22, 2025Details
DeepSeek V3 0324OpenDeepSeek35.8%—UnverifiedMar 24, 2025Details
DeepSeek R1OpenDeepSeek35.7%—UnverifiedJan 20, 2025Details
Gemini 2.0 FlashGoogle DeepMind33.3%—UnverifiedDec 11, 2024Details
Llama 4 MaverickOpenMeta33.1%—UnverifiedApr 5, 2025Details
NVIDIA Nemotron 3.5 Lightning 30B-A3BOpenNVIDIA32.60%Nemotron-3.5-Lightning-30B-A3B-BF16VerifiedAug 11, 2026Details
Llama 3.1 405BOpenMeta29.9%—UnverifiedJul 23, 2024Details
Gemini 2.5 FlashGoogle DeepMind29.1%—UnverifiedApr 17, 2025Details
Mistral LargeMistral AI20.8%—UnverifiedFeb 26, 2024Details
Llama 4 ScoutOpenMeta17.0%—UnverifiedApr 5, 2025Details
GPT-4oOpenAI1.5%—OfficialMay 13, 2024Details
Gemini 1.5 ProGoogle DeepMind1.5%—OfficialFeb 15, 2024Details

Each row reports the model’s accuracy on SciCode. Click a row for the full run context.