InternalInspector I2: Robust Confidence Estimation in LLMs through Internal States. Beigi, M., Shen, Y., Yang, R., Lin, Z., Wang, Q., Mohan, A., He, J., Jin, M., Lu, C., & Huang, L. In The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024.
Arxiv bibtex @inproceedings{2024_3C_UQinternal,
title={InternalInspector I2: Robust Confidence Estimation in LLMs through Internal States},
author={Mohammad Beigi and Ying Shen and Runing Yang and Zihao Lin and Qifan Wang and Ankith Mohan and Jianfeng He and Ming Jin and Chang-Tien Lu and Lifu Huang},
booktitle={The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP)},
pages={},
year={2024},
keywords = {LLM, Uncertainty quantification},
url_arXiv = {https://arxiv.org/pdf/2406.12053}
}
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