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Equities Wikipedia

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Preview of A Multilingual Entity Linker Using PageRank and Semantic Graphs
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A Multilingual Entity Linker Using PageRank and Semantic Graphs (ecp17131011.pdf)

762 KBAnton Sodergren ; Pierre NuguesEN 9 pages
HERD, a multilingual named entity recognizer and linker, leverages Wikipedia links and Wikidata for entity resolution
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Preview of Massive-Scale Named Entity Disambiguation with Deep Learning and Data Augmentation
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Massive-Scale Named Entity Disambiguation with Deep Learning and Data Augmentation (conll2018.pdf)

360 KBEN 10 pages
It proposes data augmentation and transfer learning to address scarce training data, demonstrating that bag-of-word embeddings outperform LSTMs in low-data scenarios, while LSTMs excel with larger datasets.
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