F1 Score Python Packages

llm-ner-nel

Use an LLM to run inference, for NER (named entity recognition) and/or NEL (named entity linking). Build a knowledge graph. Evaluate results.

skperopt

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

nerval

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

semantic-f1-score

Semantic F1 Score for Multi-label Classification

daze

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