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ML and NLP to obtain tha landscape of materials applications in scientific literature

This repository presents the data, scripts and results conducted for the study Machine Learning and NLP to obtain the landscape of materials applications in sciencific literature. For now, we are still in review process, but ASPS the manuscript will be referenced here.

Requirements

pip install -r requirements.txt

Running

See files on path /scripts_and_notebooks/. The names indicate the sequence that must be followed to reproduce the experiments.

Acknowledgments

The authors acknowledge the financial support from the Brazilian agencies FAPESP (2018/22214-6, 2020/14817-2, 2020/06271-0), CNPq (311074/2021-9, 301847/2017-7) and CAPES (Finance Code 001). Filipi N. Silva thanks AFOSR #FA9550-19-1-0391 for the financial support.

License

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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