Abstract: Highlights•We release a new entity linking dataset taken from Reddit.•Human annotators perform well at the task even when given a broad definition of the goal.•Thorough evaluation found that existing entity linkers perform poorly on this new dataset.•New models are needed to extract information from social media commentary.
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