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Proposed Tiny Recursive Model (TRM) achieving higher generalization than large language models on reasoning tasks with only 7M parameters.
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Hierarchical Reasoning Model (HRM)1Tiny Recursive Model (TRM)1Deepseek R11o3-mini1Gemini 2.5 Pro1
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Alexia Jolicoeur-Martineau as author
Less is More: Recursive Reasoning with Tiny Networks
Samsung SAIL MontréalresearchpositiveOct 12, 2025
Tiny Recursive Model (TRM) with only 7M parameters outperforms large language models like Deepseek R1 and Gemini 2.5 Pro on ARC-AGI reasoning tasks while using less than 0.01% of their parameters.
“Author of the article on recursive reasoning with tiny neural networks”
AI ResearchFoundation ModelsNLPReinforcement Learning