@article{rethinkingreasoninginllmsneurosymboliclo,
  title = {Rethinking Reasoning in LLMs: Neuro-Symbolic Local RetoMaton Beyond ICL and CoT},
  author = {Rushitha Santhoshi Mamidala and Anshuman Chhabra and Ankur Mali},
  year = {2025},
  eprint = {2508.19271},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2508.19271},
}