Semantic Analysis
Semantic analysis involves understanding and interpreting the meaning of language beyond the literal interpretation of words. In the context of natural language processing, it delves into the underlying concepts and relationships between different parts of speech to extract deeper meaning from text data. It is concerned with deriving semantic roles, frames, and scripts that describe events and actions within sentences, as well as determining word sense, disambiguation, and entailment. Semantic analysis can be used in various applications such as sentiment analysis, machine translation, information retrieval, and question answering systems. It plays a crucial role in understanding the context of conversations and enabling machines to communicate more naturally with humans.