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NLM/NCBI BioNLP Research Group (PI: Zhiyong Lu)'s Projects

ab3p icon ab3p

Abbreviation definition dection library trained on PubMed abstracts

bc6pm icon bc6pm

Evaluation scripts for BioCreative VI Precision Medicine Track

bioc-json icon bioc-json

Tool that converts between BioC XML files and BioC JSON files

biosentvec icon biosentvec

BioWordVec & BioSentVec: pre-trained embeddings for biomedical words and sentences

blue_benchmark icon blue_benchmark

BLUE benchmark consists of five different biomedicine text-mining tasks with ten corpora.

bluebert icon bluebert

BlueBERT, pre-trained on PubMed abstracts and clinical notes (MIMIC-III).

deeprel icon deeprel

A convolutional neural network model for relation extraction.

deepseenet icon deepseenet

:eyes: DeepSeeNet is a deep learning framework for classifying patient-based age-related macular degeneration severity in retinal color fundus photographs.

eztag icon eztag

Web interface that allows users to perform computer-assisted text annotation

medcalc-bench icon medcalc-bench

Benchmarking the medical calculation capabilities of large language models.

ml_net icon ml_net

ML-Net is a novel end-to-end deep learning framework for multi-label classification of biomedical tasks. ML-Net combines the label prediction network with a label count prediction network, which can determine the output labels based on both label confidence scores and document context in an end-to-end manner.

ncbitextlib icon ncbitextlib

Software library for building a large-scale data infrastructure for text mining

negbio icon negbio

:newspaper: High-performance tool for negation and uncertainty detection in radiology reports

pubmed-best-match icon pubmed-best-match

Machine-learning based pipeline relying on LambdaMART currently used in PubMed for relevance (Best Match) searches

taggerone icon taggerone

General-purpose tagger for joint named entity recognition and normalization. Includes models for both diseases and chemicals (drugs) in biomedical publications.

teamtat icon teamtat

Text annotation tool for team collaboration

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