Bakery Items Are Called The emergence of large language models LLMs has marked a significant breakthrough in natural language processing NLP fueling a paradigm shift in information
Abstract The emergence of large language models LLMs has marked a significant breakthrough in natural language processing NLP fueling a paradigm shift in information acquisition Experimental results on both automatic and human evaluation demonstrate the superiority of our approach in hallucination reduction compared to baselines 1 1 Introduction Large language
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This comprehensive survey investigates the methodologies for identifying and alleviating hallucinations within large language models LLMs through the utilization of Zhou et al 168 fine tune pre trained language models on synthetic data with au tomatically inserted hallucinations to detect the hallucinatory content in summaries
As Large Language Models LLMs continue to advance in their ability to write human like text a key challenge remains around their tendency to hallucinate generating Previous surveys Ji et al 2023a Liu et al 2023h Wang et al 2023c Each of them covers a specific type or application This survey focuses on the trustworthiness of LLMs Finally
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Finally we highlight the promising research directions on LLM hallucinations including hallucination in large vision language models and understanding of knowledge boundaries in The emergence of large language models LLMs has marked a significant breakthrough in natural language processing NLP leading to remarkable advancements in text
Abstract Large language models LLMs have shown promise for generative and knowledge intensive tasks including question answering QA tasks However the practical ACM Computing Surveys volume 55 issue 12 pages 1 38 Survey of Hallucination in Natural Language Generation Ziwei Ji 1
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The emergence of large language models LLMs has marked a significant breakthrough in natural language processing NLP fueling a paradigm shift in information
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Abstract The emergence of large language models LLMs has marked a significant breakthrough in natural language processing NLP fueling a paradigm shift in information acquisition
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