F1 Score Python Packages

skperopt

A hyperopt wrapper - simplifying hyperparameter tuning with Scikit-learn style estimators.

llm-ner-nel

Using a local LLM, convert text to a knowledge graph

nerval

Python framework to evaluate Named Entity Recognition (NER) models. Creates entity-level confusion matrix and classification report.

semantic-f1-score

Semantic F1 Score: Fair Evaluation Under Fuzzy Class Boundaries

daze

Better multi-class confusion matrix plots for Scikit-Learn, incorporating per-class and overall evaluation measures.