most citedMamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges

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cs.CL2026

Unsure but Certain: Uncovering the Representation-Confidence Gap in Diffusion Language Models

Saurabh Yadav, Badri Narayana Patro, Vijay Srinivas Agneeswaran

Diffusion language models use broad context to create text, suggesting they might handle input noise better than standard models. Testing reveals this is only partially true. Inter…