Author

Takuki Tomita

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#machine learning Preprint Oct 2026

Diffusion Language Models as Open Quantum Systems

Experiments with pretrained diffusion language models show that superposition-based generation can retain information from conditioning components not selected at the final measurement, while QIR improves LLM-assessed text quality when applied at an appropriate stage of generation.

A. Tanaka, Y. Akamatsu, Takuki Tomita et al. · 0 citations