Downloads · 30 days
0
certified_self_consistency
paulaoak/certified_self_consistency
certified_self_consistency is a machine learning model from paulaoak. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as cc-by-nc-4.0.
Access
Public
Updated Nov 2, 2025
Repo size
1.6 MB
Likes
12
Trending 2
Repo makeup
Click a slice to open those files.
.pdf1.6 MB · 100%
At a glance
- License
- cc-by-nc-4.0
- Access
- Public
- Created
- Nov 2, 2025
- Updated
- Nov 2, 2025
- SHA
- f352bb31
Model card
From the Hugging Face model README
📄 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}
}
- License
- cc-by-nc-4.0
- Created
- Nov 2, 2025
- Updated
- Nov 2, 2025