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How Programming Concepts and Neurons Are Shared in Code Language Models

cs.CL · 2025-06-01 · conditional · novelty 6.0

In Llama-based code models, programming languages are represented through an English-like intermediate token space, with language-specific neurons concentrated in bottom layers and exclusive PL neurons in top layers; closely aligned languages such as C# and Java resist neuron identification.

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  • How Programming Concepts and Neurons Are Shared in Code Language Models cs.CL · 2025-06-01 · conditional · none · ref 8

    In Llama-based code models, programming languages are represented through an English-like intermediate token space, with language-specific neurons concentrated in bottom layers and exclusive PL neurons in top layers; closely aligned languages such as C# and Java resist neuron identification.