Entity Linking for Queries by Searching Wikipedia Sentences
Authors | Chuanqi Tan Furu Wei Pengjie Ren Weifeng Lv Ming Zhou |
|---|---|
Publication date | 2017 |
DOI | 10.18653/v1/d17-1007 |
Links | Original Preprint |
Entity Linking for Queries by Searching Wikipedia Sentences - scientific work related to Wikipedia quality published in 2017, written by Chuanqi Tan, Furu Wei, Pengjie Ren, Weifeng Lv and Ming Zhou.
Overview
Authors present a simple yet effective approach for linking entities in queries. The key idea is to search sentences similar to a query from Wikipedia articles and directly use the human-annotated entities in the similar sentences as candidate entities for the query. Then, authors employ a rich set of features, such as link-probability, context-matching, word embeddings, and relatedness among candidate entities as well as their related entities, to rank the candidates under a regression based framework. The advantages of approach lie in two aspects, which contribute to the ranking process and final linking result. First, it can greatly reduce the number of candidate entities by filtering out irrelevant entities with the words in the query. Second, authors can obtain the query sensitive prior probability in addition to the static link-probability derived from all Wikipedia articles. Authors conduct experiments on two benchmark datasets on entity linking for queries, namely the ERD14 dataset and the GERDAQ dataset. Experimental results show that method outperforms state-of-the-art systems and yields 75.0% in F1 on the ERD14 dataset and 56.9% on the GERDAQ dataset.
Embed
Wikipedia Quality
Tan, Chuanqi; Wei, Furu; Ren, Pengjie; Lv, Weifeng; Zhou, Ming. (2017). "[[Entity Linking for Queries by Searching Wikipedia Sentences]]". Association for Computational Linguistics. DOI: 10.18653/v1/d17-1007.
English Wikipedia
{{cite journal |last1=Tan |first1=Chuanqi |last2=Wei |first2=Furu |last3=Ren |first3=Pengjie |last4=Lv |first4=Weifeng |last5=Zhou |first5=Ming |title=Entity Linking for Queries by Searching Wikipedia Sentences |date=2017 |doi=10.18653/v1/d17-1007 |url=https://wikipediaquality.com/wiki/Entity_Linking_for_Queries_by_Searching_Wikipedia_Sentences |journal=Association for Computational Linguistics}}
HTML
Tan, Chuanqi; Wei, Furu; Ren, Pengjie; Lv, Weifeng; Zhou, Ming. (2017). "<a href="https://wikipediaquality.com/wiki/Entity_Linking_for_Queries_by_Searching_Wikipedia_Sentences">Entity Linking for Queries by Searching Wikipedia Sentences</a>". Association for Computational Linguistics. DOI: 10.18653/v1/d17-1007.
