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  • Zheng Chu, Jingchang Chen, Qianglong Che...
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    Dec 14th, 2024
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    preprint
    Zheng Chu, Jingchang Chen, Qianglong Che...
    Dec 14th, 2024

    Reasoning, a fundamental cognitive process integral to human intelligence, has garnered substantial interest within artificial intelligence. Notably, recent studies have revealed that chain-of-thought prompting significantly enhances LLM's reasoning capabilities, which attracts widespread attention from both academics and industry. In this paper, we systematically investigate relevant research, summarizing advanced methods through a meticulous taxonomy that offers novel perspectives....

  • Lei Huang, Weijiang Yu, Weitao Ma
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    Jan 24th, 2025
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    preprint
    Lei Huang, Weijiang Yu, Weitao Ma
    Jan 24th, 2025

    The emergence of large language models (LLMs) has marked a significant breakthrough in natural language processing (NLP), fueling a paradigm shift in information acquisition. Nevertheless, LLMs are prone to hallucination, generating plausible yet nonfactual content. This phenomenon raises significant concerns over the reliability of LLMs in real-world information retrieval (IR) systems and has attracted intensive research to detect and mitigate such hallucinations. Given the open-ended...

Last update from database: 14/12/2025, 20:15 (UTC)
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