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Hallucination Detection/Ushahidi
Rekodi ya ushahidi wa mbinu

Hallucination Detection

Hallucination detection is a natural-language-processing pipeline that measures whether the output of a language model is consistent with a reference source document or with verifiable facts. Formalised as a faithfulness evaluation task by Maynez et al. (2020) and extended to a zero-resource black-box setting by Manakul et al. (2023) with SelfCheckGPT, the approach is used to flag unreliable LLM outputs in high-stakes domains such as medicine, law, and journalism.

Sources recorded, not reviewed

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Hallucination Detection (Factual Consistency)
Rekodi ya mbinu ya kiajenda · process-pipeline / text-mining
  • Maynez, J., Narayan, S., Bohnet, B., & McDonald, R. (2020). On Faithfulness and Factuality in Abstractive Summarization. Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (ACL), 1906-1919. · URL
  • Manakul, P., Liusie, A., & Gales, M.J.F. (2023). SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models. Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP), 9004-9017. · URL
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Same method familyBERT Embeddingsmachine-suggested · Relational suggestion, not evidence.Same method familyNamed Entity Recognitionmachine-suggested · Relational suggestion, not evidence.Same method familyQuestion Answeringmachine-suggested · Relational suggestion, not evidence.Same method familySentiment Analysismachine-suggested · Relational suggestion, not evidence.Same method familyText Classificationmachine-suggested · Relational suggestion, not evidence.

Hali ya ushahidi

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

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