Base model predicts "her" via two separate pathways: token semantics and verb-based pronoun rules

Sauers_ · x · 2026-10-02

An interpretability observation: a base model can predict "her" after "The princess lost..." through two independent computational pathways — the femaleness encoded in the "princess" token, and a separate syntactic mechanism predicting a pronoun after a verb. The finding suggests redundant, parallel computations inside the model, where the same prediction is supported by distinct mechanisms combining semantic and syntactic cues.

Related event: Goodfire's VPD Method Decomposes Language Model Parameters into Faithful Subcomponents(6 posts)→

Original post →

More from Research

Research channel →