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nlp:hallucination_and_factivity [2025/06/02 00:52] – [Hallucination and Factivity in LLMs] jmflanignlp:hallucination_and_factivity [2026/08/05 06:16] (current) – [Hallucination and Factivity in LLMs] jmflanig
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   * [[https://arxiv.org/pdf/2310.00741.pdf|Chen et al 2023 - FELM: Benchmarking Factuality Evaluation of Large Language Models]] [[https://github.com/hkust-nlp/felm|github]]   * [[https://arxiv.org/pdf/2310.00741.pdf|Chen et al 2023 - FELM: Benchmarking Factuality Evaluation of Large Language Models]] [[https://github.com/hkust-nlp/felm|github]]
   * **[[https://arxiv.org/pdf/2311.08401.pdf|Tian et al 2023 - Fine-tuning Language Models for Factuality]]** Uses DPO to fine-tune an LLM to produce factual outputs   * **[[https://arxiv.org/pdf/2311.08401.pdf|Tian et al 2023 - Fine-tuning Language Models for Factuality]]** Uses DPO to fine-tune an LLM to produce factual outputs
 +  * [[https://arxiv.org/pdf/2312.02073|Monea et al 2023 - A Glitch in the Matrix? Locating and Detecting Language Model Grounding with Fakepedia]]
   * [[https://arxiv.org/pdf/2404.05904|Hong et al 2024 - The Hallucinations Leaderboard – An Open Effort to Measure Hallucinations in Large Language Models]]   * [[https://arxiv.org/pdf/2404.05904|Hong et al 2024 - The Hallucinations Leaderboard – An Open Effort to Measure Hallucinations in Large Language Models]]
   * **[[https://arxiv.org/pdf/2405.05904|Gekhman et al 2024 - Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations?]]**   * **[[https://arxiv.org/pdf/2405.05904|Gekhman et al 2024 - Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations?]]**
nlp/hallucination_and_factivity.txt · Last modified: 2026/08/05 06:16 by jmflanig
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