---
license: mit
pipeline_tag: text-generation
---

# Self-Conditioned Flow Map Language Models via Fixed-Point Flows

This repository contains checkpoints for **ELF**, **ELF\***, and **FMLM\*** introduced in the paper [Self-conditioned Flow Map Language Models via Fixed-point Flows](https://huggingface.co/papers/2607.00714).

All models use the **ELF-B** backbone (12 layers, hidden 768, 12 heads, ~105M parameters).

## Released Models
- **ELF**: Self-conditioned flow teacher.
- **ELF\***: Self-conditioning-free fixed-point denoiser (CDEQ).
- **FMLM\***: Few-step flow map (two-time denoiser).

## Code and Usage

The official codebase for training, evaluation, and sampling instructions can be found on GitHub:
👉 [self-conditioned-fmlm GitHub Repository](https://github.com/Ugness/self-conditioned-fmlm)

### Citation

If you find this work useful, please consider citing:

```bibtex
@article{yoo2026selfconditioned,
    title={Self-Conditioned Flow Map Language Models via Fixed-Point Flows},
    author={Jaehoon Yoo and Wonjung Kim and Floor Eijkelboom and Chanhyuk Lee
            and Nicholas M. Boffi and Seunghoon Hong and Jinwoo Kim},
    journal={arXiv preprint arXiv:2607.00714},
    year={2026},
}
```