Author

A. Miglani

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Preprint Sep 2026

A Heckler in the Hidden State: Correctness Signals in Diffusion Language Models

Diffusion language models generate code by repeatedly updating a partially masked sequence. We ask whether their internal activations encode code correctness and whether that information can improve generation. Across six diffusion models, linear probes distinguish passing from failing attempts, with the strongest read...

A. Miglani, Samrath Singh Chadha, Kevin Li et al. · 0 citations

#small language model Preprint Sep 2026

The Editor Has Read-Only Access: Correctness Signals in Diffusion Language Models

Across six diffusion models, linear probes distinguish passing from failing attempts, with the strongest reads generally appearing beyond the early layers, and probe point estimates offer no consistent advantage in comparisons with model confidence.

A. Miglani, Samrath Singh Chadha, Kevin Li et al. · 0 citations