The paradigm ingest-time semantic compilation (ISC) is called: compile a corpus's meaning into a queryable substrate with two coupled layers - incrementally maintained embeddings, and atomic claims whose provenance is validated at compile time - and treat that substrate as a first-class database object with its own DDL...
This work presents ingest-time fact compilation, an architecture that performs this work when corpus data is ingested or changed and supports a narrow but practical claim: resolving a corpus state once can make subsequent QA cheaper and more reliable for inexpensive models.
It is argued and shown empirically that maintenance cost scales with the amount of change, not corpus size, and that maintaining, rather than repeatedly reconstructing, a semantic substrate is supported.
Yusuke Takahashi, Kyle Wild, Asako Uraki· Asia Pacific Symposium on In...· 2 citations
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