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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 5.

A schematic diagram of the Attribute model. The Bi-LSTM nodes here refer to the same LSTM network, passed over each span of tokens individually. Here, t n and y n indicate the token embedding and model output for the nth token, respectively, i and j refer to index the start and end tokens for the Entity in question, and A is the Attribute label prediction for that Entity. The h t−1 notations indicate that it is the hidden state from the final time step that is used as the output from the LSTM nodes.

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