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Toward Machine-learning-based Metastudies: Applications to Cosmological Parameters

  • Authors: Tom Crossland, Pontus Stenetorp, Daisuke Kawata, Sebastian Riedel, Thomas D. Kitching, Anurag Deshpande, Tom Kimpson, Choong Ling Liew-Cain, Christian Pedersen, Davide Piras, Monu Sharma

Tom Crossland et al 2023 The Astrophysical Journal Supplement Series 269 .

  • Provider: AAS Journals

Caption: Figure 1.

Schematic overview of the project. Using a hand-annotated sample of papers from the arXiv repository, we train a collection of models for measurement extraction and then perform this data extraction on all the astrophysics paper abstracts in arXiv. These results are then made available via an online interface for interactive user queries.

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