Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A cognitively driven weighted-entropy model for embedding semantic
  categories in hyperbolic geometry   In this paper, an unsupervised and cognitively driven weighted-entropy method
for embedding semantic categories in hyperbolic geometry is proposed. The model
is driven by two fields of research in cognitive linguistics: the first is the
statistical learning theory of language acquisition and the proposal of using
high-dimensional networks to represent semantic knowledge in cognition, and the
second is the domain-specific approach to semantic communication. Weighted
conditional entropy of word co-occurrence is proposed as the embedding metric,
and the two weighting parameters are collocation diversity and conditional
probability ranking in the corresponding statistical distribution. The
Boltzmann distribution is then used on the weighted-entropy metric and embedded
into a hyperbolic Poincare disk model. Testing has been in particular performed
in the domains of basic color and kinship words, which belong to the classes
that domain-specificity focused research in cognitive semantics has most
intensively investigated. Results show that this new approach can successfully
model and map the semantic relationships of popularity and similarity for most
of the basic color and kinship words in English and have potential to be
generalized to other semantic domains and different languages. Generally, this
paper contributes to both computational cognitive semantics and the research on
network and geometry-driven language embedding in computational linguistics and
NLP.

2
The categories of this paper are: math
15
The categories of this paper are: nucl-ex
11
The categories of this paper are: hep-lat
25
The categories of this paper are: patt-sol
22
The categories of this paper are: chao-dyn
13
The categories of this paper are: quant-ph
14
The categories of this paper are: math-ph
17
The categories of this paper are: q-fin
8
The categories of this paper are: hep-ex
3
The categories of this paper are: physics
9
The categories of this paper are: nlin
23
The categories of this paper are: solv-int
12
The categories of this paper are: nucl-th
16
The categories of this paper are: stat
28
The categories of this paper are: alg-geom
32
The categories of this paper are: atom-ph