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cs.LG2026
Uncovering Latent Reasoning Strategies in Language Models
Awni Altabaa, John Lafferty
A language model trained on reasoning tasks learns to solve problems via multiple distinct strategies, yet these strategies are implicit and entangled within the mo…
cs.LG2025
Unlocking Out-of-Distribution Generalization in Transformers via Recursive Latent Space Reasoning
Awni Altabaa, Siyu Chen, John Lafferty +1
Systematic, compositional generalization beyond the training distribution remains a core challenge in machine learning -- and a critical bottleneck for the emergent reasoning abili…
cs.LG2024
Disentangling and Integrating Relational and Sensory Information in Transformer Architectures
Awni Altabaa, John Lafferty
Relational reasoning is a central component of generally intelligent systems, enabling robust and data-efficient inductive generalization. Recent empirical evidence shows that many…