What is the goal of semantic parsing?

The goal of semantic parsing is to derive meaning from language elements. This involves transforming natural language input into a structured format that clearly represents the meaning of the text. By doing so, semantic parsing allows systems to understand and interpret what has been communicated in human language, facilitating effective interaction between humans and machines. This process is crucial for applications like natural language understanding, where extracting precise meaning is necessary for tasks such as question answering, information retrieval, and conversation generation.

By focusing on meaning rather than surface structure or grammatical performance, semantic parsing enables machines to process language in a way that reflects human understanding. This is why the answer regarding deriving meaning is the most appropriate, as it encapsulates the primary objective of semantic parsing in language processing tasks.