diff --git a/benchmarks/matbench_v0.1_AlchemBERT/info.json b/benchmarks/matbench_v0.1_AlchemBERT/info.json new file mode 100644 index 00000000..df3d8805 --- /dev/null +++ b/benchmarks/matbench_v0.1_AlchemBERT/info.json @@ -0,0 +1,8 @@ +{ + "authors": "Xiaotong Liu, Xingchen Liu and Xiaodong Wen", + "algorithm": "AlchemBERT", + "algorithm_long": "Using natural language to describe a material structure or chemical formula, then employing BERT for regression or classification. Currently, only a very simple description method has been tested, and there is room for further improvement.", + "bibtex_refs": "@article{liu2024alchembert, title={AlchemBERT: Exploring Lightweight Language Models for Materials Informatics}, author={Liu, X and Liu, X and Wen, X}, year={2024}, journal={ChemRxiv}, note={This content is a preprint and has not been peer-reviewed}, doi={10.26434/chemrxiv-2024-r4dnl}, url={https://chemrxiv.org/engage/chemrxiv/article-details/67540a28085116a133a62b85}}", + "notes": "Please refer to the README of https://gitee.com/liuxiaotong15/alchemBERT", + "requirements": {"python": ["fire==0.6.0", "lightning==2.2.3", "matbench==0.6", "matplotlib==3.7.0", "numpy==1.23.5", "pandas==1.5.3", "pymatgen==2024.10.22", "scikit_learn==1.2.1", "tensorflow==2.16.1", "torch==2.2.1+cu118", "transformers==4.40.1"]} +} diff --git a/benchmarks/matbench_v0.1_AlchemBERT/readme.py b/benchmarks/matbench_v0.1_AlchemBERT/readme.py new file mode 100644 index 00000000..80126001 --- /dev/null +++ b/benchmarks/matbench_v0.1_AlchemBERT/readme.py @@ -0,0 +1,12 @@ +""" +This script contains code for AlchemBERT. +Our code is hosted at https://gitee.com/liuxiaotong15/alchemBERT. + +If needed, you can contact us to obtain the trained models for each task +and each fold, totaling 25GB. +""" + +if __name__ == "__main__": + print("Our code is hosted at https://gitee.com/liuxiaotong15/alchemBERT.") + print("If needed, you can contact us to obtain the pre-trained models for each task and each fold, totaling 25GB.") + diff --git a/benchmarks/matbench_v0.1_AlchemBERT/results.json.gz b/benchmarks/matbench_v0.1_AlchemBERT/results.json.gz new file mode 100644 index 00000000..ecc70fbb Binary files /dev/null and b/benchmarks/matbench_v0.1_AlchemBERT/results.json.gz differ