Towards Machine Learning-Based Meta-Studies: Applications to Cosmological Parameters

We develop a new model for automatic extraction of reported measurement values from the astrophysical literature, utilising modern Natural Language Processing techniques. We use this model to extract measurements present in the abstracts of the approximately 248,000 astrophysics articles from the ar...

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Veröffentlicht in:	arXiv.org 2021-07
Hauptverfasser:	Crossland, Tom, Stenetorp, Pontus, Kawata, Daisuke, Riedel, Sebastian, Kitching, Thomas D, Deshpande, Anurag, Kimpson, Tom, Liew-Cain, Choong Ling, Pedersen, Christian, Piras, Davide, Sharma, Monu
Format:	Artikel
Sprache:	eng
Schlagworte:	Astrophysics Cosmology Machine learning Mathematical models Natural language processing Parameters
Online-Zugang:	Volltext
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