On Early Detection of Hallucinations in Factual Question Answering

Author:

Snyder Ben1ORCID,Moisescu Marius2ORCID,Zafar Muhammad Bilal3ORCID

Affiliation:

1. Amazon Web Services, Santa Clara, CA, USA

2. Amazon Web Services, Seattle, WA, USA

3. Ruhr-Universität Bochum & Research Center for Trustworthy Data Science and Security, University Alliance Ruhr, Bochum, Nordrhein-Westfalen, Germany

Publisher

ACM

Reference42 articles.

1. Evaluating Correctness and Faithfulness of Instruction-Following Models for Question Answering

2. Amos Azaria and Tom Mitchell. 2023. The internal state of an llm knows when its lying. arXiv preprint arXiv:2304.13734.

3. Jon Christian. 2018. Why Is Google Translate Spitting Out Sinister Religious Prophecies? https://www.vice.com/en/article/j5npeg/why-is-google-translat e-spitting-out-sinister-religious-prophecies. Accessed: 2023-08--16. (2018).

4. 2023. Confirmed: the new Bing runs on OpenAI's GPT-4. https://blogs.bing.co m/search/march_2023/Confirmed-the-new-Bing-runs-on-OpenAI%E2%80 %99s-GPT-4. Accessed: 2023--10--11. (2023).

5. David Dale, Elena Voita, Loic Barrault, and Marta R. Costa-jussà. 2023. Detecting and mitigating hallucinations in machine translation: model internal workings alone do well, sentence similarity Even better. In ACL. (July 2023).

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