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AlchemBERT

We tested BERT on IS2RE task of Matbench Discovery.

We described the structural information in natural language and then performed a regression from 768 to 1 on BERT.

Requirments version
torch 2.5.1
lightning 2.4.0
transformers 4.46.3
pymatgen 2024.11.13

Usage

  1. download bert-base-cased on HuggingFace Web
  2. download IS2RE datasets
  3. Run load_md_data.py to exchange Structures to the input_ids and attention_mask of bert
  4. Train and predict

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We test BERT on IS2RE task of Matbench Discovery.

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