91 citations · 262 across the 7 of their papers we have counts for
5 papers · 1 filter
Learning Complex Word Embeddings in Classical and Quantum Spaces
Carys Harvey, Stephen Clark, Douglas Brown +1
We present a variety of methods for training complex-valued word embeddings, based on the classical Skip-gram model, with a straightforward adaptation simply replacing the real-val…
Using Sentence Plausibility to Learn the Semantics of Transitive Verbs
Tamara Polajnar, Laura Rimell, Stephen Clark
The functional approach to compositional distributional semantics considers transitive verbs to be linear maps that transform the distributional vectors representing nouns into a v…
The Frobenius anatomy of word meanings II: possessive relative pronouns
Mehrnoosh Sadrzadeh, Stephen Clark, Bob Coecke
Within the categorical compositional distributional model of meaning, we provide semantic interpretations for the subject and object roles of the possessive relative pronoun `whose…
The Frobenius anatomy of word meanings I: subject and object relative pronouns
Mehrnoosh Sadrzadeh, Stephen Clark, Bob Coecke
This paper develops a compositional vector-based semantics of subject and object relative pronouns within a categorical framework. Frobenius algebras are used to formalise the oper…
Mathematical Foundations for a Compositional Distributional Model of Meaning
Bob Coecke, Mehrnoosh Sadrzadeh, Stephen Clark
We propose a mathematical framework for a unification of the distributional theory of meaning in terms of vector space models, and a compositional theory for grammatical types, for…