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Ensuring an effective entity linking pipeline is a critical subproblem in integrating Large Language Models and knowledge graphs, as noted by Shen et al. (2021), due to challenges like lexical ambiguity, long-tail entities, and incomplete context in open-domain or multi-turn settings.

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