Usage

Paper: <a href="https://huggingface.co/papers/2606.31779" target="_blank" rel="noopener noreferrer" class="text-blue-400 hover:text-blue-300 underline underline-offset-2 transition-colors">Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers
Repository: <a href="https://github.com/yingfan-bot/lotus" target="_blank" rel="noopener noreferrer" class="text-blue-400 hover:text-blue-300 underline underline-offset-2 transition-colors">GitHub - yingfan-bot/lotus

python

from transformers import AutoModelForCausalLM, AutoTokenizer
model = AutoModelForCausalLM.from_pretrained("yingfanbot/gsm-cot-llama1b")
tokenizer = AutoTokenizer.from_pretrained("yingfanbot/gsm-cot-llama1b")

Citation

If you use this model or code, please cite the paper:

bibtex

@misc{fan2026bridginggaplatentexplicit,
      title={Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers}, 
      author={Ying Fan and Anej Svete and Kangwook Lee},
      year={2026},
      eprint={2606.31779},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2606.31779}, 
}