FrontierSWE

Frontier-difficulty software engineering tasks. Published by its authors, copied by Epoch AI.

CategoryCoding
MetricAccuracy
SourceEpoch AI (evaluator)
LicenseCC BY 4.0
Benchmark pageepoch.ai
StatusScored
Weight1.2 within Coding
FitDiscrimination 1.60, noise 0.28

Results

#ModelProviderResultDate
1 Claude Fable 5.2 Max Anthropic 69.9% 2026-11-11
2 GPT-6 Astra Max OpenAI 65.5% 2026-11-11
3 Claude Opus 5.5 Max Anthropic 62.3% 2026-11-11
4 Claude Sonnet 5.5 Max Anthropic 61.9% 2026-11-11
5 Gemini 4 Carbon High Google 61.2% 2026-11-11
6 Claude Fable 5.1 Max Anthropic 56.3% 2026-11-11
7 Gemini 4 Argon High Google 55.0% 2026-11-11
8 Claude Opus 5 Max Anthropic 52.0% 2026-11-11
9 Claude Fable 5 Max Anthropic 47.0% 2026-11-11
10 Claude Haiku 5.5 Max Anthropic 43.8% 2026-11-11
11 GPT-5.6 Sol Max OpenAI 32.2% 2026-11-11
12 GLM-5.3 Max Zhipu AI 30.2% 2026-11-11
13 Grok 4.7 Extra High xAI 29.5% 2026-11-11
14 Kimi K3 Max Moonshot AI 25.9% 2026-11-11
15 Muse Spark 1.3 Max Meta 25.8% 2026-11-11
16 Grok 4.6 Extra High xAI 25.3% 2026-11-11
17 Gemini 3.7 Flash High Google 20.3% 2026-11-11
18 Gemini 3.8 Flash High Google 19.6% 2026-11-11
19 GLM-5.3-Flash Max Zhipu AI 18.1% 2026-11-11
20 Qwen3.8 Max 0902 Extra High Alibaba 17.8% 2026-11-11
21 Qwen3.8 Max Extra High Alibaba 15.8% 2026-11-11
22 Muse Spark 1.2 Extra High Meta 12.0% 2026-11-11
23 Inkling Extra High Thinking Machines 4.1% 2026-11-11