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> Languages definitely follow grammars But it's the other way around! Grammars follow languages. Or, more precisely, grammars are (very lossy) language models.
by vkazanov 2y ago
> Languages definitely follow grammars
But it's the other way around! Grammars follow languages. Or, more precisely, grammars are (very lossy) language models.
They describe typical expectations of an average language speaker. Grammars try to provide a generalized system describing an average case.
I prefer to think of languages as a set of typical idioms used by most language users. A given grammar is an attempt to catch similarities between idioms within the set and turn 'em into a formal description.
A grammar might help with studying a language, and speed up the process of internalizing idioms, but the final learning stage is a set of things students use in certain situations aka idioms. And that's it.
> Statistics are just another way to record a grammar
I almost agree.
But it should be "record a language". These are two approaches to the problem of modeling human languages.
Grammars are an OK model. Statistical models are less useful to us humans but given the right amount of compute they do show much better (see LLMs).
- canjobear 2y agoThis is a terminological difference. Linguists use "grammar" as a technical term for a speaker's implicit knowledge of how their language works. That knowledge could be statistical or rule-based in nature, although most linguistic theories say that it's rule-based. You're using grammars to mean human-produced descriptions of that knowledge.
- vkazanov 2y agoThat's correct. Grammars the way I understand them are are a family of human language models. Typically discrete in nature. The approach was born out of Chomsky's research culminating in the Universal Grammar idea.
- foobarqux 2y agoThis is just wrong. Languages follow certain inviolable rules, most notably, hierarchical structure dependence. There are experiments (Moro, the subject "Chris") that show that humans don't process synthetic languages that violate these rules the same as synthetic languages that do (specifically it takes them longer to process and they use non-language parts of the brain to do so).
- vkazanov 2y agoWhat exactly is wrong? The fact that grammars are very limited models of human languages? My key thesis is that human languages operate in a way that non-probabilistic models (i.e. grammars) can only describe it in a very lossy way. Sure, LLMs are also lossy but also much more scalable. I've spent quite a lot of time with 90s/2000s papers on the topic, and I don't remember any model useful in generating human language better than "stohastic parrots" do.
- foobarqux 2y agoAs I said there are universal rules that human language processing follows (like hierarchical structure dependence); you can't have arbitrary syntax/grammars. It's true that science hasn't solved the main puzzles about how to characterize these rules. The fact that statistical models are better predictors than the-"true"-characterization-that-we-haven't-figured-out-yet is completely irrelevant, just as it would be irrelevant if your deep-learning net was a better predictor of the weather: it wouldn't imply that the weather doesn't follow rules in physics, regardless of whether we knew what those rules were.
- judahmeek 2y ago> As I said there are universal rules that human language processing follows (like hierarchical structure dependence); you can't have arbitrary syntax/grammars. GP didn't say anything about grammars being arbitrary. In fact, his claim that grammars are models of languages would mean the complete opposite.
- foobarqux 2y agoI don't think they have a consistent understanding of the word "grammar": they seem to use it in the grade-school sense (grammar for English, grammar for French) but then refer to Chomsky's universal grammar which is different (grammar rules that are common to all languages). The main point of contention is their statement that "grammar follows language" which, in the Chomsky sense, is false: (universal) grammar/syntax describes the human language faculty (the internal language system) from which external languages (English, French, sign language) are derived, so (external) languages follow grammar.