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SAKE - Zero-Shot - Quality Attributes: leaderboard

Metric: Accuracy (%). Source: arxiv.org. 11 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.699
2Claude Opus 4.699
3DeepSeek V3.299
4Qwen 3 235B A22B98.6
5GPT-5.498.2
6Mistral Small 498.2
7Gemini 3.1 Flash Lite97.9
8Grok 4.2097.9
9Grok 4.1 Fast97.5
10Claude Haiku 4.597.2
11GPT-5.4 Nano97.2

Interactive version: theaggregate.ai/benchmark?slug=sake-zero-shot-quality-attributes · How It Works · Data refreshed daily, snapshot 2026-09-19.

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.
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