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Pseudo-Deliberation in Language Models — leaderboard

Metric: Fast Thinking Macro F1 (self-reported). Source: benchmarklist.com. 4 models tracked.

Top models

#ModelScore
1Llama 3 8B Instruct47.7
2Gemini 3 Flash (Preview)47.7
3GPT-4o45.3
4Qwen 3 8B44.2

Interactive version: theaggregate.ai/benchmark?slug=pseudo-deliberation-in-language-models · How the rankings work · Data refreshed daily, snapshot 2026-07-22.

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