bioRxivBioinformaticsPreprint
Tagger: BeCalm API for rapid named entity recognition
Abstract
Most BioCreative tasks to date have focused on assessing the quality of text-mining annotations in terms of precision of recall. Interoperability, speed, and stability are, however, other important factors to consider for practical applications of text mining. The new BioCreative/BeCalm TIPS task focuses purely on these. To participate in this task, I implemented a BeCalm API within the real-time tagging server also used by the Reflect and EXTRACT tools. In addition to retrieval of patent abstracts, PubMed abstracts, and Pub-Med Central open-access articles as required in the TIPS task, the BeCalm API implementation facilitates retrieval of documents from other sources specified as custom request parameters. As in earlier tests, the tagger proved to be both highly efficient and stable, being able to consistently process requests of 5000 abstracts in less than half a minute including retrieval of the document text.
- research focus: benchmarking
- research focus: database / resource
- research focus: software / tool
- approach: experimental assay
- Citations
- 6
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- pyMeSHSim: an integrative python package to realize biomedical named entity recognition, normalization and comparison
Zhi-Hui Luo, Mengwei Shi, … Zhen‐Xia Chen·BMC BioinformaticsPeer-reviewed·Jun 18, 2020
- ScrapPaper: A web scrapping method to extract journal information from PubMed and Google Scholar search result using Python.
Mohd Rifqi Rafsanjani·bioRxiv·Mar 8, 2022
- One tagger, many uses - Illustrating the power of ontologies in dictionary-based named entity recognition
Lars Juhl Jensen·bioRxiv·Aug 2, 2016
- A BERT-Based Hybrid System for Chemical Identification and Indexing in Full-Text Articles
Arslan Erdengasileng, Keqiao Li, … Jinfeng Zhang·bioRxiv·Oct 27, 2021
- Mining the neuroimaging literature
Jérôme Dockès, Kendra Oudyk, … Jean‐Baptiste Poline·eLifePeer-reviewed·Sep 11, 2025
- tbiExtractor: A framework for Extracting Traumatic Brain Injury Common Data Elements from Radiology Reports
Margaret Y. Mahan, Daniel Rafter, … Uzma Samadani·PLoS ONEPeer-reviewed·Jul 1, 2020