Abstract: Highlights•Adapting a pretrained entity linking model for entity queries of emerging domains.•Dynamically prompting a large language model with multiperspective thought navigation algorithm.•Harnessing topological data to mine hard negatives in contrastive learning.•Conceptualizing source-free entity linking.
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