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From Dataset Recycling to Multi-Property Extraction and Beyond
- Publication Year :
- 2020
-
Abstract
- This paper investigates various Transformer architectures on the WikiReading Information Extraction and Machine Reading Comprehension dataset. The proposed dual-source model outperforms the current state-of-the-art by a large margin. Next, we introduce WikiReading Recycled-a newly developed public dataset and the task of multiple property extraction. It uses the same data as WikiReading but does not inherit its predecessor's identified disadvantages. In addition, we provide a human-annotated test set with diagnostic subsets for a detailed analysis of model performance.<br />Comment: Accepted at CoNLL 2020; this article supersedes arXiv: 2006.08281
Details
- Database :
- arXiv
- Publication Type :
- Report
- Accession number :
- edsarx.2011.03228
- Document Type :
- Working Paper