A Map of Continuous Language Models

Explore continuous diffusion and flow language models from our survey, built on one-hot and binary encodings, embeddings, compressed latents, simplices, and spheres. Colors and shapes mark model families. Select a paper for a short overview, what the survey says about it, and links to arXiv, alphaXiv, and available code.

Last updated

Continuous language models in the survey
Through
Scatter map of continuous language model papers grouped into eight families

Drag to pan, scroll or pinch to zoom, and click a paper to see where the survey discusses it. Lines connect papers cited together.

Paper Index

Every paper on the map, grouped by family. The search and filters above apply here too.

BibTeX

If you found this map helpful, please cite our survey.

@article{tang2026survey,
  author = {Tang, Sophia and Lee, Chanhyuk and Eijkelboom, Floor and Kim, Jinwoo},
  title = {A Survey on Continuous Diffusion and Flow Language Models},
  url = {https://www.alphaxiv.org/abs/2611.continuous-diffusion-flow-language-models},
  publisher = {alphaXiv},
  year = {2026}
}