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Django Websites For Named Entity Recognition and Relation Extraction, Support by BRIN and Gunadarma

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Dimas263/Django-Websites_NER_RE

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Django Websites Named Entity Recognition and Relation Extraction

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NER Research (BILSTM-CRF)
View Detail On Summary Research .xlsx

Model Micro F1 Macro F1 Weighted F1 Training Time
(Hour:Minutes:Seconds)
Runtime Ram Disk Machine
CRF 77% 77% 77% 0:00:13 GPU Tesla P100-PCIE-16GB High Google Drive 100gb Google Colab Pro
BILSTM 75% 76% 75% 0:06:21 GPU Tesla P100-PCIE-16GB High Google Drive 100gb Google Colab Pro
BERT 61% 60% 61% 0:22:35 GPU Tesla P100-PCIE-16GB High Google Drive 100gb Google Colab Pro
BILSTM-CRF 87% 86% 86% 0:59:04 GPU Tesla P100-PCIE-16GB High Google Drive 100gb Google Colab Pro
BERT-CRF 58% 57% 58% 1:01:40 GPU Tesla P100-PCIE-16GB High Google Drive 100gb Google Colab Pro
BERT-BILSTM 61% 60% 61% 0:25:28 GPU Tesla P100-PCIE-16GB High Google Drive 100gb Google Colab Pro
BERT-BILSTM-CRF 60% 59% 60% 1:04:07 GPU Tesla P100-PCIE-16GB High Google Drive 100gb Google Colab Pro

RE Research (BILSTM-CRF)
View Detail On Summary Research .xlsx

Model Micro F1 Macro F1 Weighted F1 Training Time
(Hour:Minutes:Seconds)
Runtime Ram Disk Machine
BERT 79% 84% 79% 0:41:07 GPU Tesla P100-PCIE-16GB High Google Drive 100gb Google Colab Pro
BILSTM-CRF 78% 63% 78% 0:52:33 GPU Tesla P100-PCIE-16GB High Google Drive 100gb Google Colab Pro
Prediksi Prediksi Time
(Hour:Minutes:Seconds)
Framework Runtime Ram Disk Machine
Named Entity Recognition (NER) 00.00.06 Django GPU Tesla P100-PCIE-16GB High Google Drive 100gb Google Colab Pro
Relation Extraction (RE) 00.03.01 Django GPU Tesla P100-PCIE-16GB High Google Drive 100gb Google Colab Pro
sentences status plant disease relation
Public awareness about tobacco -related oral cancer is low at present, and new approaches to this problem should include education in the schools on oral cancer, formulation of legislative action to ban the sale of tobacco near schools and colleges, and imposition of societal "barriers" that would make the nonchewing of tobacco socially more acceptable than chewing it. success detect detect make relation
the mechanism by which magnesium affects digitalis induced arrhythmias was studied in dogs with and without beta receptor success detect detect make relation
these observations indicate that oral administration of green tea i p a polyphenol fraction or i p epigallocatechin gallate inhibited the growth and caused regression established experimentally induced skin papillomas success detect detect make relation
the lack of association nude mice tumour dna with myc ras egf r showing aberrations in primary human tumour implies activation an alternative potent transforming gene s chewing tobacco related oral carcinomas success detect detect make relation
...

Other Content

Websites Prediction

Named Entity Recognition (NER)

Relation Extraction (RE)