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Quantitative Finance · शब्दावली

Named-entity recognition, entity linking क्या है?

अन्य नाम: named-entity recognition · entity linking

Definition 13.5 Machine Learning for Markets · अध्याय 13 — Text: From Bag of Words to Embeddings

Named-entity recognition finds the spans of a text that name entities (companies, people, places, products) and their types. Entity linking maps each recognised span to one identifier in a knowledge base; for a trading firm, to a permanent identifier in the security master (Book 7, chapter 4) as of the document’s date.

aliases as of the headline’s datetoday’s aliases
mentioncorrectlinkedprecisioncorrectlinkedprecision
full name100.0100.0100.089.389.3100.0
short name98.2100.098.286.888.698.0
ticker100.0100.0100.084.592.491.5
all99.5100.099.587.589.797.5
Table 13.3. Entity linking on the 20 000 headlines (%): share linked to the right company, share linked to any company, and precision (right among linked). Data: ml_text.linking.
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