Hallucination Detection: Robustly Discerning Reliable Answers in Large Language Models

Author:

Chen Yuyan1ORCID,Fu Qiang2ORCID,Yuan Yichen3ORCID,Wen Zhihao4ORCID,Fan Ge5ORCID,Liu Dayiheng6ORCID,Zhang Dongmei7ORCID,Li Zhixu8ORCID,Xiao Yanghua9ORCID

Affiliation:

1. Shanghai Key Laboratory of Data Science & School of Computer Science, Fudan University, Shanghai, China

2. Microsoft, Beijing, China

3. Shanghai Key Laboratory of Data Science, Beijing, China

4. Singapore Management University, Singapore, Singapore

5. Tencent, Shenzhen, China

6. DAMO Academy, Hangzhou, China

7. Microsoft, Shanghai, China

8. Shanghai Key Laboratory of Data Science & School of Computer Science, Fudan University & Fudan-Aishu Cognitive Intelligence Joint Research Center, Shanghai, China

9. Shanghai Key Laboratory of Data Science & School of Computer Science, Fudan University & Fudan-Aishu Cognitive Intelligence Joint Research Center, Beijing, China

Publisher

ACM

Reference83 articles.

1. Rachith Aiyappa , Jisun An , Haewoon Kwak , and Yong-Yeol Ahn . 2023. Can we trust the evaluation on ChatGPT? arXiv preprint arXiv:2303.12767 ( 2023 ). Rachith Aiyappa, Jisun An, Haewoon Kwak, and Yong-Yeol Ahn. 2023. Can we trust the evaluation on ChatGPT? arXiv preprint arXiv:2303.12767 (2023).

2. Amos Azaria and Tom Mitchell . 2023. The Internal State of an LLM Knows When its Lying. arXiv preprint arXiv:2304.13734 ( 2023 ). Amos Azaria and Tom Mitchell. 2023. The Internal State of an LLM Knows When its Lying. arXiv preprint arXiv:2304.13734 (2023).

3. Yejin Bang Samuel Cahyawijaya Nayeon Lee Wenliang Dai Dan Su Bryan Wilie Holy Lovenia Ziwei Ji Tiezheng Yu Willy Chung etal 2023. A multitask multilingual multimodal evaluation of chatgpt on reasoning hallucination and interactivity. arXiv preprint arXiv:2302.04023 (2023). Yejin Bang Samuel Cahyawijaya Nayeon Lee Wenliang Dai Dan Su Bryan Wilie Holy Lovenia Ziwei Ji Tiezheng Yu Willy Chung et al. 2023. A multitask multilingual multimodal evaluation of chatgpt on reasoning hallucination and interactivity. arXiv preprint arXiv:2302.04023 (2023).

4. Samy Bengio , Oriol Vinyals , Navdeep Jaitly , and Noam Shazeer . 2015. Scheduled sampling for sequence prediction with recurrent neural networks. Advances in neural information processing systems , Vol. 28 ( 2015 ). Samy Bengio, Oriol Vinyals, Navdeep Jaitly, and Noam Shazeer. 2015. Scheduled sampling for sequence prediction with recurrent neural networks. Advances in neural information processing systems, Vol. 28 (2015).

5. Ali Borji . 2023. A categorical archive of ChatGPT failures. arXiv preprint arXiv:2302.03494 ( 2023 ). Ali Borji. 2023. A categorical archive of ChatGPT failures. arXiv preprint arXiv:2302.03494 (2023).

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