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Codebase Directory Subtree

├── src
│   ├── models
│   │   ├── init.py
│   │   └── calc_stats.py
│   │   ├── ontology_models.py
│   │   ├── ontology_mapper_rag.py
│   │   ├── ontology_mapping_engine.py
│   │   ├── ontology_mapper_lm.py
│   │   ├── ontology_mapper_st.py
│   │   ├── schema_mapper.py
│   │   ├── method_model.yaml
│   ├── CustomLogger   
│   ├── KnowledgeDb
│   ├── Plotter
│   ├── QA
│   ├── Tests 
└── README.md
└── <jupyter_nb1.ipynb> 
└── <jupyter_nb2.ipynb>

Resources for Ontology Mapping

Topic Links Resource Type
Review paper on all pretrained biomedical BERT models Link paper
Review of deep learning approaches for biomedical entity recognition Link paper
Comprehensive Review of pre-trained foundation models Link paper
KERMIT Knowledge graphs Link paper
LLMs4OM (Uses RAG Framework for matching concepts) Link paper
DeepOnto Link computational_tool
Text2Onto Link computational_tool
SapBert Link computational_tool
Ontology mapping with LLM’s Link computational_tool
Exploring LLM’s for ontology alignment Link computational_tool
Ontology alignment evaluation initiative Link dataset
Commonly used dataset for benchmarking of new methods Link dataset
NCIT Ontologies Link dataset
ML Friendly datasets for equivalence and subsumption mapping Link dataset
Positive and Negative Sampling Strategies for Representation Learning in Semantic Search Link blog
How to train sentence transformers Link blog

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Automated metadata harmonization tool/workflow leveraging the gold-standard metadata created from the OmicsMLRepo project

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