@misc{roy2025causalreasoningfavorsencoders,
   title={Causal Reasoning Favors Encoders: On The Limits of Decoder-Only Models},
   author={Amartya Roy and Elamparithy M and Kripabandhu Ghosh and Ponnurangam Kumaraguru and Adrian de Wynter},
   year={2025},
   eprint={2512.10561},
   archivePrefix={arXiv},
   primaryClass={cs.CL},
   url={https://arxiv.org/abs/2512.10561},