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Research Frontiers in Semantic Compositionality in Vector Spaces

Studies how word meanings combine to form phrase and sentence meanings within distributed semantic representations.

Metaphor Emergence in High-Dimensional Semantic Space
Compositional Breakdown at Phrase-Sentence Boundaries
Distributional Semantics of Negation and Scope
Polysemy Resolution Through Vector Space Geometry
Pragmatic Meaning Beyond Linear Vector Composition
Cross-Lingual Compositionality and Vector Alignment
Syntactic Structure Encoded in Embedding Space Topology
Idiomatic Expressions and Non-Compositional Meaning Clusters
Semantic Saturation in Recursive Compositional Models
Vector Space Analogies Across Morphological Boundaries

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