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Limits of Transformers on Compositionality
The Free Transformer: Latent Planning, Explicit Reasoning, and a New Path for AI
AKBC 2021: Paper: Commonsense Reasoning with Implicit Knowledge in Natural Language
Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization
This Is How Reasoning LLMs Really Work
Transformers, the tech behind LLMs | Deep Learning Chapter 5
Leyan Pan | Can Transformers Reason Logically A Study in SAT-Solving
Attention in transformers, step-by-step | Deep Learning Chapter 6
In-Context Learning: Transformers as Implicit Algorithms
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Last Updated: August 15, 2026
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