Evaluation metrics and uncertainty · MLD-0114
BERTScore
A text-similarity metric aligning contextual token embeddings between candidate and reference texts.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Evaluate semantic overlap in generated text.
Original caveat
Embedding similarity does not guarantee factual faithfulness.
Context and aliases
Level: Intermediate. Stages: Evaluation · Research.
Tags: ML · DL · SLM · LLM.
Aliases: None recorded.
Related concepts
Original references
- scikit-learn: cross-validation ↗ · Reference link
- Google Machine Learning Glossary ↗ · Consulted
- scikit-learn: evaluation metrics ↗ · Reference link
- Original reference URL ↗