SAKE - Five-Shot - Structural Patterns: leaderboard

Evaluates software architectural knowledge through multiple-choice questions on the paper's 2,114 scored test items, with temperature zero and short answer limits. The paper reports model display labels without exact endpoint snapshots; those labels are retained. Each task series keeps its prompting condition. The five-shot examples are held out from both scored populations; task results share the parent suite. This series reports SAKE - Five-Shot - Structural Patterns using Accuracy (%).

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 11 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.493.6#83
2Claude Sonnet 4.692.6#94
3Qwen 3 235B A22B92.2#323
4Grok 4.2092.2#179
5Mistral Small 492.2#522
6Claude Opus 4.691.7#67
7Claude Haiku 4.591.2#287
8Gemini 3.1 Flash Lite91.2#200
9Grok 4.1 Fast90.8#227
10GPT-5.4 Nano88.9#359
11DeepSeek V3.278.3#210

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=sake-five-shot-structural-patterns · How It Works · Data refreshed daily, snapshot 2026-11-05.