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Sign

As explained in LLMs in Production

A sign is something that conveys meaning by standing for or indicating something else.

A sign conveys meaning by standing for or indicating something else. In language, signs connect observable forms with interpretation, making them useful for examining how people and language models produce meaningful output. section 2.1.2

Semiotics relates signs to signifiers and abstractions. A recursive semiotic triangle organizes meaning-making into interconnected parts and uses firstness, secondness, and thirdness as markers for the sequence of interpretation. The model clarifies the process without attempting a complete treatment of semiotic philosophy. section 2.1.2

Figure 2.2 A recursive Peircean semiotic triangle is a system of organizing the process of extracting meaning from anything—in our case, from language. Each point on the triangle illustrates one of the minimal parts needed to synthesize meaning within whatever the system is being used to describe, so each point is a minimal unit in meaning for language. Firstness, secondness, and thirdness are not points on the triangle; instead, they are more like markers for the people versed in semiotics to be able to orient themselves in this diagram.
figure

Use the recursive Peircean semiotic triangle to trace minimal meaning-making units and their relationships. section 2.1.2

How LLMs in Production covers it

How deep it goes
Defines signs, signifiers, and abstractions, then sketches a recursive triangle while stopping short of full semiotic philosophy.
Examples
Uses recursive Peircean triangle diagrams and an example sequence for interpreting and extracting meaning.
What it assumes
Assumes familiarity with fundamental language features and introduces semiotic meaning-making through plain conceptual relationships.
What you can do after
Evaluate/understand how signs and abstractions organize interpretations and illuminate language-model output.
How it connects
Connects signs with semiotics, signifiers, abstractions, interpretation, meaning-making, and language models.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of LLMs in Production. The section links point to the parts of the book it draws on.