Difference between revisions of "Fine-Grained Named Entity Classification with Wikipedia Article Vectors"
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== Overview == | == Overview == | ||
This paper addresses the task of assigning multiple labels of fine-grained [[named entity]] (NE) types to [[Wikipedia]] articles. To address the sparseness of the input feature space, which is salient particularly in fine-grained type classification, authors propose to learn article vectors (i.e. entity embeddings) from hypertext structure of Wikipedia using a Skip-gram model and incorporate them into the input feature set. To conduct large-scale practical experiments, authors created a new dataset containing over 22,000 manually labeled instances. The results of experiments show that idea gained statistically significant improvements in classification results. | This paper addresses the task of assigning multiple labels of fine-grained [[named entity]] (NE) types to [[Wikipedia]] articles. To address the sparseness of the input feature space, which is salient particularly in fine-grained type classification, authors propose to learn article vectors (i.e. entity embeddings) from hypertext structure of Wikipedia using a Skip-gram model and incorporate them into the input feature set. To conduct large-scale practical experiments, authors created a new dataset containing over 22,000 manually labeled instances. The results of experiments show that idea gained statistically significant improvements in classification results. | ||
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| + | == Embed == | ||
| + | === Wikipedia Quality === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Suzuki, Masatoshi; Matsuda, Koji; Sekine, Satoshi; Okazaki, Naoaki; Inui, Kentaro. (2016). "[[Fine-Grained Named Entity Classification with Wikipedia Article Vectors]]".DOI: 10.1109/WI.2016.0080. | ||
| + | </nowiki> | ||
| + | </code> | ||
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| + | === English Wikipedia === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | {{cite journal |last1=Suzuki |first1=Masatoshi |last2=Matsuda |first2=Koji |last3=Sekine |first3=Satoshi |last4=Okazaki |first4=Naoaki |last5=Inui |first5=Kentaro |title=Fine-Grained Named Entity Classification with Wikipedia Article Vectors |date=2016 |doi=10.1109/WI.2016.0080 |url=https://wikipediaquality.com/wiki/Fine-Grained_Named_Entity_Classification_with_Wikipedia_Article_Vectors}} | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === HTML === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Suzuki, Masatoshi; Matsuda, Koji; Sekine, Satoshi; Okazaki, Naoaki; Inui, Kentaro. (2016). &quot;<a href="https://wikipediaquality.com/wiki/Fine-Grained_Named_Entity_Classification_with_Wikipedia_Article_Vectors">Fine-Grained Named Entity Classification with Wikipedia Article Vectors</a>&quot;.DOI: 10.1109/WI.2016.0080. | ||
| + | </nowiki> | ||
| + | </code> | ||
Revision as of 12:21, 11 January 2021
Authors | Masatoshi Suzuki Koji Matsuda Satoshi Sekine Naoaki Okazaki Kentaro Inui |
|---|---|
Publication date | 2016 |
DOI | 10.1109/WI.2016.0080 |
Links | Original |
Fine-Grained Named Entity Classification with Wikipedia Article Vectors - scientific work related to Wikipedia quality published in 2016, written by Masatoshi Suzuki, Koji Matsuda, Satoshi Sekine, Naoaki Okazaki and Kentaro Inui.
Overview
This paper addresses the task of assigning multiple labels of fine-grained named entity (NE) types to Wikipedia articles. To address the sparseness of the input feature space, which is salient particularly in fine-grained type classification, authors propose to learn article vectors (i.e. entity embeddings) from hypertext structure of Wikipedia using a Skip-gram model and incorporate them into the input feature set. To conduct large-scale practical experiments, authors created a new dataset containing over 22,000 manually labeled instances. The results of experiments show that idea gained statistically significant improvements in classification results.
Embed
Wikipedia Quality
Suzuki, Masatoshi; Matsuda, Koji; Sekine, Satoshi; Okazaki, Naoaki; Inui, Kentaro. (2016). "[[Fine-Grained Named Entity Classification with Wikipedia Article Vectors]]".DOI: 10.1109/WI.2016.0080.
English Wikipedia
{{cite journal |last1=Suzuki |first1=Masatoshi |last2=Matsuda |first2=Koji |last3=Sekine |first3=Satoshi |last4=Okazaki |first4=Naoaki |last5=Inui |first5=Kentaro |title=Fine-Grained Named Entity Classification with Wikipedia Article Vectors |date=2016 |doi=10.1109/WI.2016.0080 |url=https://wikipediaquality.com/wiki/Fine-Grained_Named_Entity_Classification_with_Wikipedia_Article_Vectors}}
HTML
Suzuki, Masatoshi; Matsuda, Koji; Sekine, Satoshi; Okazaki, Naoaki; Inui, Kentaro. (2016). "<a href="https://wikipediaquality.com/wiki/Fine-Grained_Named_Entity_Classification_with_Wikipedia_Article_Vectors">Fine-Grained Named Entity Classification with Wikipedia Article Vectors</a>".DOI: 10.1109/WI.2016.0080.
