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LLM-Align (Chen X. et al., 2024) performs entity alignment by selecting important entity attributes and relations via heuristic methods, inputting entity triples into a Large Language Model (LLM) to infer alignment results, and using a multi-round voting mechanism to mitigate hallucinations and positional bias.

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