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- 108 creator saisai-gong.
- 108 creator wei-hu.
- 108 creator yuzhong-qu.
- 108 type InProceedings.
- 108 label "Leveraging Distributed Human Computation and Consensus Partition for Entity Coreference".
- 108 sameAs 108.
- 108 abstract "Entity coreference is important to Linked Data integration. User involvement is considered as a valuable source of human knowledge that helps identify coreferent entities. However, the quality of user involvement is not always satisfying, which significantly diminishes the coreference accuracy. In this paper, we propose a new approach called coCoref, which leverages distributed human computation and consensus partition for entity coreference. Consensus partition is used to aggregate all distributed user-judged coreference results and resolve their disagreements. To alleviate user involvement, ensemble learning is performed on the consensus partition to automatically identify coreferent entities that users have not judged. We integrate coCoref into an online Linked Data browsing system, so that users can participate in entity coreference with their daily Web activities. Our empirical evaluation shows that coCoref largely improves the accuracy of user-judged coreference results, and reduces user involvement by automatically identifying a large number of coreferent entities.".
- 108 hasAuthorList authorList.
- 108 isPartOf proceedings.
- 108 keyword "consensus partition".
- 108 keyword "distributed human computation".
- 108 keyword "ensemble learning".
- 108 keyword "entity coreference".
- 108 title "Leveraging Distributed Human Computation and Consensus Partition for Entity Coreference".