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awesome-textmining-materials-science

Collection of papers on text mining for materials science
https://github.com/hhaoyan/awesome-textmining-materials-science

Last synced: 3 days ago
JSON representation

Tools and codes
- Plain text
  - ChemDataExtractor - fledged toolkit for sentence segmentation, tokenization, chemical NER, and extracting chemical information.
  - textacy - /post- processing of text used in conjunction with spaCy, such as text normalization, garbage text cleaning, extraction of ngrams, entities, etc.
- PDF files
  - textract - to-plain-text converters including PDF files.
  - PDFMiner
- OCR tools
  - Google Cloud OCR
  - tesseract - source C++ OCR tool based on LSTM that supports many languages.
- Image data extraction
  - ImageDataExtractor: A Tool To Extract and Quantify Data from Microscopy Images by Mukaddem et al
Datasets/databases
- On synthesis
- NLP annotations
  - The Materials Science Procedural Text Corpus: Annotating Materials Synthesis Procedures with Shallow Semantic Structures by Mysore et al
  - The Materials Science Procedural Text Corpus: Annotating Materials Synthesis Procedures with Shallow Semantic Structures by Mysore et al
NLP pipelines
- NLP annotations
  - Pipelines for Procedural Information Extraction from Scientific Literature: Towards Recipes using Machine Learning and Data Science by Yang et al
  - Pipelines for Procedural Information Extraction from Scientific Literature: Towards Recipes using Machine Learning and Data Science by Yang et al
- Named Entity Recognition
  - Named Entity Recognition and Normalization Applied to Large-Scale Information Extraction from the Materials Science Literature by Weston et al
  - Automated Extraction of Chemical Synthesis Actions from Experimental Procedures by Vaucher et al - based/ML(Transformer) model to extract synthesis actions from experimental procedures.
  - Automatically Extracting Action Graphs from Materials Science Synthesis Procedures by Mysore et al - based heuristics.
  - Using Natural Language Processing Techniques to Extract Information on the Properties and Functionalities of Energetic Materials from Large Text Corpora by Elton et al
  - Automatically Extracting Action Graphs from Materials Science Synthesis Procedures by Mysore et al - based heuristics.
- Text classification/categorization
  - Semi-supervised machine-learning classification of materials synthesis procedures by Huo et al
Data analysis
- Synthesis data analysis/planning
- Chemical knowledge base/graph

Programming Languages

Categories

NLP pipelines 8 Tools and codes 7 Datasets/databases 7 Data analysis 6

Sub Categories

On synthesis 5 Named Entity Recognition 5 NLP annotations 4 Chemical knowledge base/graph 3 Synthesis data analysis/planning 3 OCR tools 2 PDF files 2 Plain text 2 Image data extraction 1 Text classification/categorization 1

Keywords

tesseract-ocr 1 tesseract 1 ocr-engine 1 ocr 1 machine-learning 1 lstm 1 spacy 1 python 1 nlp 1 natural-language-processing 1