OpenCodePapers
drug-drug-interaction-extraction-on-ddi
Information Extraction
Drug–drug Interaction Extraction
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ModelName
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Using Drug Descriptions and Molecular Structures for Drug-Drug Interaction Extraction from Literature
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0.8408
84.08
DESC+MOL+SciBERT
2020-10-24
SciFive: a text-to-text transformer model for biomedical literature
✓ Link
0.8367
83.67
SciFive-large
2021-05-28
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing
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0.8236
82.36
PubMedBERT
2020-07-31
BioBERT: a pre-trained biomedical language representation model for biomedical text mining
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0.8088
80.88
BioBERT
2019-01-25
Drug–drug interaction extraction via hierarchical RNNs on sequence and shortest dependency paths
0.729
72.9
Hierarchy Bi-LSTMs +Att.+SDP
2017-10-25
Enhancing Drug-Drug Interaction Extraction from Texts by Molecular Structure Information
0.7255
72.55
MOL+CNN
2018-05-15
A graph kernel based on context vectors for extracting drug–drug interactions
0.684
68.4
Graph Kernel-based method
2016-03-21
Extracting drug–drug interactions from literature using a rich feature-based linear kernel approach
0.670
67.0
Feature-based SVM
2015-03-19
CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters
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80.38
CharacterBERT (base, medical)
2020-10-20
ELECTRAMed: a new pre-trained language representation model for biomedical NLP
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79.13
ELECTRAMed
2021-04-19