SAD - Self-Recognition (Situating Prompt): leaderboard

SAD self-recognition tests distinguishing the model's own generated text from human-written text with similar content. Uses a situating system prompt reminding the model that it is an LLM.

Metric: Score (%, higher is better). Source: situational-awareness-dataset.org. Saturation forecast: Estimated already saturated. 21 models tracked.

Top models

#ModelScoreOverall rank
1O1 Preview (2024-09-12)93#214
2O1 Mini (2024-09-12)76.13#412
3Llama 3 Chat 70B73.69#772
4GPT-4 Preview (0125)70.44#500
5GPT-4o68.63#357
6Claude 3.5 Sonnet68.13#362
7Claude 3 Opus63.28#565
8Claude 2.159.69#833
9Llama 2 13B Chat56.88#1414
10Claude Instant 1.255.75#1003
11GPT-4 (0613)54#493
12Llama 2 70B Chat52.88#1275
13Claude 3 Haiku51.69#801
14GPT-3.5 Turbo (0613)50.81#1106
15davinci-00250.63#1400

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

Interactive version: theaggregate.ai/benchmark?slug=sad-self-recognition-situating-prompt · How It Works · Data refreshed daily, snapshot 2026-11-05.