SAKE - Zero-Shot - Software Architecture and Quantum Computing: 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 - Zero-Shot - Software Architecture and Quantum Computing using Accuracy (%).

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

Top models

#ModelScoreOverall rank
1GPT-5.492.7#83
2DeepSeek V3.292.3#210
3Qwen 3 235B A22B91.5#323
4Grok 4.2091.5#179
5Claude Haiku 4.591.2#287
6Gemini 3.1 Flash Lite91.2#200
7Grok 4.1 Fast90#227
8Claude Sonnet 4.689.6#94
9Claude Opus 4.689.2#67
10Mistral Small 489.2#522
11GPT-5.4 Nano85#359

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

Interactive version: theaggregate.ai/benchmark?slug=sake-zero-shot-software-architecture-and-quantum-computing · How It Works · Data refreshed daily, snapshot 2026-11-05.