الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Drug Drug Interaction Extraction On Ddi

المقاييس

F1

Micro F1

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	F1	Micro F1	Paper Title	Repository
Feature-based SVM	0.670	67.0	Extracting drug–drug interactions from literature using a rich feature-based linear kernel approach	-
MOL+CNN	0.7255	72.55	Enhancing Drug-Drug Interaction Extraction from Texts by Molecular Structure Information	-
PubMedBERT	0.8236	82.36	Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing
BioBERT	0.8088	80.88	BioBERT: a pre-trained biomedical language representation model for biomedical text mining
DESC+MOL+SciBERT	0.8408	84.08	Using Drug Descriptions and Molecular Structures for Drug-Drug Interaction Extraction from Literature
CharacterBERT (base, medical)	-	80.38	CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters
Hierarchy Bi-LSTMs +Att.+SDP	0.729	72.9	Drug–drug interaction extraction via hierarchical RNNs on sequence and shortest dependency paths	-
SciFive-large	0.8367	83.67	SciFive: a text-to-text transformer model for biomedical literature
ELECTRAMed	-	79.13	ELECTRAMed: a new pre-trained language representation model for biomedical NLP
Graph Kernel-based method	0.684	68.4	A graph kernel based on context vectors for extracting drug–drug interactions	-

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