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# SpERT: Span-based Entity and Relation Transformer
PyTorch code for "SpERT: Span-based Entity and Relation Transformer"
PyTorch code for SpERT: "Span-based Entity and Relation Transformer". For a description of the model and experiments, see our paper: https://arxiv.org/abs/1909.07755 (accepted at ECAI 2020).

![alt text](http://deepca.cs.hs-rm.de/img/deepca/spert.png)

## Setup
### Requirements
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[3] Harsha Gurulingappa, Abdul Mateen Rajput, Angus Roberts, JulianeFluck, Martin Hofmann-Apitius, and Luca Toldo, ‘Development of a Benchmark Corpus to Support the Automatic Extraction of Drug-related Adverse Effects from Medical Case Reports’, J. of BiomedicalInformatics,45(5), 885–892, (October 2012).
[4] Pankaj Gupta, Hinrich Schütze, and Bernt Andrassy, ‘Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation Extraction’, in Proc. of COLING 2016, pp. 2537–2547, Osaka, Japan, (December 2016). The COLING 2016 Organizing Committee.
[5] Iz Beltagy, Kyle Lo, and Arman Cohan, ‘SciBERT: A Pretrained Language Model for Scientific Text’, in EMNLP, (2019).
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