Practical superiority on current benchmarks reflects benchmark limitations rather than genuine semantic coverage, since benchmarks underrepresent compositionally complex or logically dependent utterances.

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Benchmarks(as used in AI and philosophy of language): Standardized tests or measurement tools used to evaluate how well something (like an AI system) performs on specific tasks.
Compositionally complex(as used in linguistics and philosophy of language): Sentences or phrases where the meaning comes from how smaller parts combine together in intricate ways, rather than being straightforward.
Logically dependent utterances(as used in logic and philosophy of language): Statements where the meaning or truth of one sentence depends on understanding another sentence first, or where ideas are connected through logical relationships.
Semantic coverage(as used in philosophy of language): How completely a system (like a language model) actually understands the meaning of different types of sentences and concepts.

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