The Training Technique That Teaches AI to Think, Not Memorize
3 Nov 2025
Inductive scratchpads enable transformers to effectively generalize algorithmic reasoning, which overcomes the local reasoning barrier.
How Inductive Scratchpads Help Transformers Learn Beyond Their Training Data
3 Nov 2025
Transformers can generalize to larger thinking processes and transcend local reasoning limitations thanks to scratchpads.
Understanding the Local Reasoning Barrier in Transformer Models
3 Nov 2025
High data distribution locality restrictions make it difficult for transformers to learn tasks that require global thinking.
Why Transformers Struggle with Global Reasoning
3 Nov 2025
A fundamental "local reasoning barrier" prevents transformers from performing global thinking and constructing logical inferences.
Can Transformers Learn Logical Reasoning from Scratch?
3 Nov 2025
Is it possible for Transformers to think? This study shows why compositional logic is still beyond their capacity for effective learning.