Explain the concept of context-sensitive languages.

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Explain the concept of context-sensitive languages.

Context-sensitive languages are a class of formal languages that are defined by a set of rules known as context-sensitive grammars. These languages are more expressive than regular languages and context-free languages, as they allow for more complex patterns and structures to be described.

In a context-sensitive language, the production rules of the grammar are allowed to modify the context or the surrounding environment of a symbol during the derivation process. This means that the rules can take into account the context in which a symbol appears and can change the symbol based on its context.

Formally, a context-sensitive grammar is defined as a 4-tuple (V, Σ, R, S), where:
- V is a finite set of variables or non-terminals.
- Σ is a finite set of terminals.
- R is a finite set of production rules of the form α → β, where α and β are strings of variables and terminals, and the length of α is less than or equal to the length of β.
- S is the start symbol.

The key characteristic of context-sensitive languages is that the length of the left-hand side of a production rule can be less than or equal to the length of the right-hand side, allowing for the modification of the context. This property distinguishes context-sensitive languages from context-free languages, where the length of the left-hand side is always fixed.

Context-sensitive languages have various applications in computer science, such as in the design and analysis of programming languages, natural language processing, and the specification and verification of software systems. They provide a powerful framework for describing and analyzing complex patterns and structures in a formal and rigorous manner.