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Proposes a fully automated, unsupervised method to extract dependency grammars and syntax-to-semantics mappings from large unannotated corpora, building on the authors' Link Grammar, RelEx, and OpenCog work. The goal is to mine the linguistic content needed to power natural-language comprehension and generation directly from raw text, avoiding both hand-coded rules and human-annotated corpora.
A foundational source for the unsupervised grammar-induction program (Link Grammar / RelEx / learn lineage) of the Semantic Parsing Deep Dive — the Vepstas–Goertzel basis for later interpretable language-learning work.