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---
license: apache-2.0
---
# Structured Latent Text Refinement
Draft-conditioned latent refinement for non-autoregressive
text generation in frozen BERT latent space.
## Paper
When Latent Geometry Is Not Enough: Draft-Conditioned Latent
Refinement for Non-Autoregressive Text Generation
De Shuai Zhang, Beijing Wuzi University, May 2026
[arXiv link — coming soon]
## Checkpoints
- `stage1_rocstories_768_best.pt` — Stage 1 BERT latent
autoencoder with parallel decoder, trained on ROCStories
- `draft_prior_rocstories_768_best.pt` — DraftPrior network,
768-dimensional, trained with 0% token dropout
## Code
https://github.com/saslifat-gif/structured-latent-text-refinement
## Usage
See repository README for installation and inference instructions.