Thee meaning or interpretation of a word, phrase, sentence, or text based on its context and relationships with other concepts. It goes beyond surface-level syntax to capture the underlying intent or idea being expressed.
In Linguistics:
- It answers “What does this actually mean?” rather than just “What are the words?”
- Example: The word “bank” has different semantic meanings in “river bank” vs. “money bank.”
In AI and NLP:
- Semantic meaning is what language models aim to understand and preserve when processing, translating, or generating text.
- It’s modeled using word vectors, attention mechanisms, and contextual embeddings to capture meaning based on surrounding words.
Semantic meaning is the true conceptual content conveyed by language, enabling both humans and machines to interpret and respond appropriately to text within its context.
