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semantic

Semantic refers to meaning in language and communication, and in related disciplines. It is distinct from syntax, which concerns structure and rules of sentence formation. The term appears in linguistics, philosophy of language, computer science, cognitive science, and information science.

In linguistics, semantics studies how words, phrases, and sentences convey meaning, including lexical semantics (word meanings),

Formal semantics uses tools of logic and mathematics to model truth conditions of sentences, often via model

In computational fields, semantic processing aims to extract and manipulate meaning from text. Distributional semantics uses

The semantic web attempts to encode machine-interpretable meaning on the internet. Standards such as RDF and

Challenges include ambiguity, polysemy, and context dependence; cross-linguistic variation in meaning; and the gap between formal

compositional
semantics
(how
meanings
combine),
and
sense
relations
such
as
synonymy,
antonymy,
and
hyponymy.
Pragmatics
addresses
how
context
influences
interpretation,
while
semantics
focuses
on
meaning
itself
independent
of
context
whenever
possible.
theory
or
possible-world
semantics.
It
seeks
to
specify
how
the
meaning
of
complex
expressions
follows
from
the
meanings
of
their
parts.
Influential
approaches
include
truth-conditional
semantics
and
Montague
grammar.
statistical
patterns
to
infer
semantic
similarity
from
large
corpora.
Semantic
parsing
and
semantic
role
labeling
map
sentences
to
structured
representations.
Embedding
models
encode
word
or
sentence
meaning
in
vector
spaces.
OWL
define
ontologies
and
relationships,
enabling
data
to
be
linked
and
queried
with
SPARQL.
This
enhances
information
retrieval,
data
integration,
and
automated
reasoning.
models
and
natural
language
use.
Advances
continue
across
theory
and
applications,
influencing
search,
translation,
question
answering,
and
artificial
intelligence.