paulaoak/certified_self_consistency

📄 Paper

This repository hosts the paper:

Certified Self-Consistency: Statistical Guarantees and Test-Time Training for Reliable Reasoning in LLMs
Paula Cordero-Encinar and Andrew B. Duncan arXiv:2510.17472 [stat.ML]
🔗 Read on arXiv

You can find the implementation here: GitHub Repository

If you use this work, please cite:

@article{PCEAD_certified,
  title={Certified Self-Consistency: Statistical Guarantees and Test-Time Training for Reliable Reasoning in LLMs},
  author={Paula Cordero-Encinar and Andrew B. Duncan},
  journal={arXiv:2510.17472},
  year={2025}
}