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AI without an LLM: build your own AI model Lesson 3 of 30

Lesson 3. Where does a language put grammatical meaning?

A program sees letters, but we need meaning. “To our houses” contains a house, plurality, possession, and direction. These additions are grammatical meanings. Before writing rules, we must ask where a language stores them: in separate words, in a chain of parts, or together in one part.

Why this matters

A program sees letters, but we need meaning. “To our houses” contains a house, plurality, possession, and direction. These additions are grammatical meanings. Before writing rules, we must ask where a language stores them: in separate words, in a chain of parts, or together in one part.

New terms before the examples

A morpheme is the smallest word part with a function. In the learning analysis үй-лер-іміз-ге, hyphens expose morpheme boundaries. A root carries the central dictionary meaning; here it is үй. A suffix follows a root or stem. Ordinary spelling does not contain these explanatory hyphens.

Analytic, agglutinative, and fusional name strategies for expressing grammatical meaning. They are not language families, levels of development, or rigid boxes. One language may combine them.

Three strategies for one idea

Strategy Everyday image Where the meaning sits Example Languages with a prominent trait
Analytic separate cards on a table mainly in separate function words and their order English to our houses: to gives direction, our possession English, Mandarin Chinese, Vietnamese, Thai, Khmer
Agglutinative pieces placed in order on a skewer a sequence of distinct morphemes Kazakh үй-лер-іміз-ге: house — plural — ours — toward Kazakh, Turkish, Kyrgyz, Finnish, Japanese
Fusional one label with several marks one morpheme expresses several meanings Russian книгами: -ами expresses plural and instrumental case Russian, Polish, German, Spanish, Lithuanian

The skewer answers only two questions: are the parts distinct, and in what order do they attach? It does not promise that every root letter remains fixed. In кітап → кітабым, final п changes to б. A suffix also selects a sound variant: үй-лер but кітап-тар. Many such changes are predictable, but a program must still encode them.

Why percentages do not make a simple ranking

The preface contains two different tables. The first shows a WALS category and meaning combinations for ten languages. The second gives Greenberg’s old corpus index: the percentage of predictable morpheme junctions in one particular 100-word text. Neither measure means “the entire language is this percent agglutinative.”

Deeper comparison needs separate measures: morphemes per word, meanings per morpheme, stem alternation, and relations expressed by separate words. One invented percentage hides those reasons. A loan does not import its source language’s grammar either: мектеп has Arabic-Persian history but accepts Kazakh мектеп-тер-іміз-де.

Why Kazakh is convenient for a program

Kazakh derivational and inflectional morphology is built mainly with suffixes. The order stem → plural → possession → case can be represented as allowed transitions. In programming, this resembles a route with labeled stops: each stop restricts the next valid step.

That is a convenience for morphological analysis, not proof that Kazakh is more mathematical than other languages. Auxiliary constructions, ambiguity, sound alternation, and context remain. We use Kazakh because the suffix chain is visible, the examples matter to our readers, and they can be compared with the morphology module in adam.

Recall map

Separate words → analytic. Ordered distinct morphemes → agglutinative. Several meanings in one morpheme → fusional. One language may use several strategies.

Lesson 3 support map

Recall and check

Hide the table and draw three images: cards, skewer, and a label with two marks. Explain where grammatical meaning sits, rather than merely naming the strategy.

Classify and justify: 1) English in our school; 2) Kazakh мектеп-тер-іміз-де; 3) Russian книгами; 4) Turkish ev-ler-imiz-e (“to our houses”). Then explain why English -s or a Kazakh auxiliary verb does not erase the language’s predominant strategy.

Check: 1 is analytic because in and our are separate words; 2 and 4 are agglutinative chains with distinct jobs; 3 is fusional because -ами combines number and case. Common mistake: deciding from a word’s origin or declaring a whole language “pure” from one form.

Sources: WALS on fusion, WALS on exponence, Kazakh morphology description, rule-based Kazakh morphology.

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