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cs.LG2026
LLMs program using Reusable and Composable Abstract Representations
Casper L. Christensen, Kyle J. Ray, Dmitry Manning-Coe +2
When writing code, the same computation can be expressed in different programming languages and through different implementation strategies. We show that the activations of LLMs ca…
cs.LG2025
Rank-1 LoRAs Encode Interpretable Reasoning Signals
Jake Ward, Paul Riechers, Adam Shai
Reasoning models leverage inference-time compute to significantly enhance the performance of language models on difficult logical tasks, and have become a dominating paradigm in fr…