@article{thoughtswithoutthinkingreconsideringthe,
  title = {Thoughts without Thinking: Reconsidering the Explanatory Value of Chain-of-Thought Reasoning in LLMs through Agentic Pipelines},
  author = {Ramesh Manuvinakurike and Emanuel Moss and Elizabeth Anne Watkins and Saurav Sahay and Giuseppe Raffa and Lama Nachman},
  year = {2025},
  eprint = {2505.00875},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2505.00875v1},
}