Confident RAG

Article: Shiting Chen, Zijian Zhao, Jinsong Chen*, "Confident RAG: Enhancing the Performance of LLMs for Mathematics Question Answering through Multi-Embedding and Confidence Scoring", ICLR 2026 LLM Reasoning Workshop

1. Workflow

2. Data Preparation

python cropus_process.py --emb_model_list <emb model names>

3. How to Run

python interaction.py --emb_model_list <emb model names> --LLM_model <LLM model name>

4. Reference

@inproceedings{
chen2026confident,
title={Confident {RAG}: Enhancing the Performance of {LLM}s for Mathematics Question Answering through Multi-Embedding and Confidence Scoring},
author={Shi-Ting Chen and Zijian Zhao and Jinsong Chen},
booktitle={ICLR 2026 Workshop on Logical Reasoning of Large Language Models},
year={2026},
url={https://openreview.net/forum?id=ulWkul8wWm}
}