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Xue Li��Professor, The University of Queensland��

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2024��11��27��������������18:30

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This talk is to report our recent research effort on how to use large language models for the high-order reasoning to help professionals to make timely decisions that are often life-critical.  

LLMs can be used to analyse complex contextual information, generate possible solutions, and provide recommendations or insights to humans making critical choices.

In low-order reasoning, search-based approaches draw conclusions on what-where-when-how-why type questions finding readily available answers in the solution space. In high-order reasoning, a conclusion is not simply to be derived or found but to be assessed based on the heuristics of a certain circumstance, where some preferences are considered, and outcomes are verified. In high-order reasoning, a sequence of conclusions is made available one-after-another and assessed consecutively. Thus, different algorithms or models can be applied, and different ranking criteria can be used to compare conclusions that can be exploited from the given evidence.

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