TILR identifies low-rank invariant subspaces from contrastive latent trajectory differences in LLMs and constrains interventions to them, improving paraphrase consistency by ~10% and reducing variance by up to 50%.
S., Sinha, M., and Dasgupta, T
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Invariant Reasoning Directions in Latent Trajectories of Language Models
TILR identifies low-rank invariant subspaces from contrastive latent trajectory differences in LLMs and constrains interventions to them, improving paraphrase consistency by ~10% and reducing variance by up to 50%.