Membership inference attack susceptibility of clinical language models

A Jagannatha, BPS Rawat, H Yu - arXiv preprint arXiv:2104.08305, 2021 - arxiv.org
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 …

Compositional game theory

N Ghani, J Hedges, V Winschel, P Zahn - … of the 33rd annual ACM/IEEE …, 2018 - dl.acm.org
We introduce open games as a compositional foundation of economic game theory. A
compositional approach potentially allows methods of game theory and theoretical computer …

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 …

A CCG-based version of the DisCoCat framework

R Yeung, D Kartsaklis - arXiv preprint arXiv:2105.07720, 2021 - arxiv.org
While the DisCoCat model (Coecke et al., 2010) has been proved a valuable tool for
studying compositional aspects of language at the level of semantics, its strong dependency …

Quantum natural language processing on near-term quantum computers

K Meichanetzidis, S Gogioso, G De Felice… - arXiv preprint arXiv …, 2020 - arxiv.org
In this work, we describe a full-stack pipeline for natural language processing on near-term
quantum computers, aka QNLP. The language-modelling framework we employ is that of …

Category theory for quantum natural language processing

A Toumi - arXiv preprint arXiv:2212.06615, 2022 - arxiv.org
This thesis introduces quantum natural language processing (QNLP) models based on a
simple yet powerful analogy between computational linguistics and quantum mechanics …

The Frobenius anatomy of word meanings II: possessive relative pronouns

M Sadrzadeh, S Clark, B Coecke - Journal of Logic and …, 2014 - academic.oup.com
Within the categorical compositional distributional model of meaning, we provide semantic
interpretations for the subject and object roles of the possessive relative pronoun 'whose' …

Interacting conceptual spaces I: Grammatical composition of concepts

J Bolt, B Coecke, F Genovese, M Lewis… - Conceptual spaces …, 2019 - Springer
The categorical compositional approach to meaning has been successfully applied in
natural language processing, outperforming other models in mainstream empirical language …

Representation learning for type-driven composition

G Wijnholds, M Sadrzadeh, S Clark - Proceedings of the 24th …, 2020 - aclanthology.org
This paper is about learning word representations using grammatical type information. We
use the syntactic types of Combinatory Categorial Grammar to develop multilinear …

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 …