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Suman Jana

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#artificial intelligence Preprint Mar 2026

Ventriloquist LLMs: Linear Alignment of Late-Stage Representations

This work learns affine transformations between the final hidden states of independent models and evaluates them across embedding classification, out-of-distribution detection, and autoregressive text generation, finding that success is governed by two factors: tokenizer overlap, which correlates strongly with generati...

Matt Gorbett, Suman Jana · 3 citations

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