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cs.LG2026
TANGO: Watermarking Masked Diffusion Language Models in Token Pairs
Kasra Arabi, Nir Weinberger, Micah Goldblum +1
Masked-diffusion language models fill in masked positions in parallel and in no fixed order. Most practical text watermarks assume left-to-right generation. They key each token to…
cs.LG2026
Sample What You Say: Aligning Language Models to Sample the Distributions They State
Kasra Arabi, Virginia Smith, Chhavi Yadav
Language models are increasingly used to sample from a specified distribution, for instance, to simulate survey respondents or generate synthetic data. Instruction-tuned models can…