Membership inference attack susceptibility of clinical language models
Deep Neural Network (DNN) models have been shown to have high empirical privacy
leakages. Clinical language models (CLMs) trained on clinical data have been used to …
leakages. Clinical language models (CLMs) trained on clinical data have been used to …
The mathematics of text structure
B Coecke - Joachim Lambek: The Interplay of Mathematics, Logic …, 2021 - Springer
In previous work we gave a mathematical foundation, referred to as DisCoCat, for how
words interact in a sentence in order to produce the meaning of that sentence. To do so, we …
words interact in a sentence in order to produce the meaning of that sentence. To do so, we …
Interacting conceptual spaces I: Grammatical composition of concepts
The categorical compositional approach to meaning has been successfully applied in
natural language processing, outperforming other models in mainstream empirical language …
natural language processing, outperforming other models in mainstream empirical language …
Meaning updating of density matrices
B Coecke, K Meichanetzidis - arXiv preprint arXiv:2001.00862, 2020 - arxiv.org
The DisCoCat model of natural language meaning assigns meaning to a sentence given:(i)
the meanings of its words, and,(ii) its grammatical structure. The recently introduced …
the meanings of its words, and,(ii) its grammatical structure. The recently introduced …
Towards a Compositional Framework for Convex Analysis (with Applications to Probability Theory)
D Stein, R Samuelson - … Conference on Foundations of Software Science …, 2024 - Springer
We introduce a compositional framework for convex analysis based on the notion of convex
bifunction of Rockafellar. This framework is well-suited to graphical reasoning, and exhibits …
bifunction of Rockafellar. This framework is well-suited to graphical reasoning, and exhibits …
Talking Space: inference from spatial linguistic meanings
V Wang-Mascianica, B Coecke - arXiv preprint arXiv:2109.06554, 2021 - arxiv.org
This paper concerns the intersection of natural language and the physical space around us
in which we live, that we observe and/or imagine things within. Many important features of …
in which we live, that we observe and/or imagine things within. Many important features of …
Towards compositional distributional discourse analysis
Categorical compositional distributional semantics provide a method to derive the meaning
of a sentence from the meaning of its individual words: the grammatical reduction of a …
of a sentence from the meaning of its individual words: the grammatical reduction of a …
Cognitive structures of space-time
In physics, the analysis of the space representing states of physical systems often takes the
form of a layer-cake of increasingly rich structure. In this paper, we propose an analogous …
form of a layer-cake of increasingly rich structure. In this paper, we propose an analogous …
A categorical semantics of fuzzy concepts in conceptual spaces
S Tull - arXiv preprint arXiv:2110.05985, 2021 - arxiv.org
We define a symmetric monoidal category modelling fuzzy concepts and fuzzy conceptual
reasoning within G\" ardenfors' framework of conceptual (convex) spaces. We propose log …
reasoning within G\" ardenfors' framework of conceptual (convex) spaces. We propose log …
Internal wiring of cartesian verbs and prepositions
Categorical compositional distributional semantics (CCDS) allows one to compute the
meaning of phrases and sentences from the meaning of their constituent words. A type …
meaning of phrases and sentences from the meaning of their constituent words. A type …