Abstract
This
paper
presents
a
novel
approach
to
training
evaluation
using
Language
Models
(LLM)
and
Generative
AI
(GenAI)
build
classification
model.
The
study
aims
develop
resource-efficient
solution
for
analyzing
rubrics
transcripts,
thereby
enhancing
the
assessment
of
learning
outcomes
performance.
methodology
involves
data
collection,
preprocessing,
model
fine-tuning,
prompting,
evaluation.
A
pre-trained
LLM
is
fine-tuned
on
preprocessed
allowing
it
adapt
specific
language
patterns
structures.
generates
prompts
classify
materials
based
predefined
criteria,
with
domain
expertise
incorporated
complex
rules.
Results
demonstrate
60%
reduction
in
processing
time
evaluating
transcripts
compared
manual
assessment.
implemented
has
significantly
reduced
workload
department
improved
efficiency
analysis.
Furthermore,
model's
feedback
led
targeted
improvements
content,
resulting
higher
learner
satisfaction.
innovative
application
GenAI
offers
new
perspective
leveraging
enhance
educational
processes
manner.
British Educational Research Journal,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 9, 2025
Abstract
The
role
of
artificial
intelligence
(AI)
in
education
plays
a
crucial
teacher
training
digitalisation.
Although
AI
has
enormous
potential,
not
much
is
known
about
how
pre‐service
teachers
perceive
and
utilise
tools
professional
practice.
Hence,
this
study,
guided
by
the
Unified
Theory
Acceptance
Use
Technology
framework,
investigates
English
as
foreign
language
teachers’
experiences
using
MagicSchool,
an
AI‐based
educational
tool,
to
design
exam
questions,
aiming
explore
can
enhance
assessment
practices
education.
Participants
were
27
fourth‐year
teachers.
Data
for
case
study
collected
through
semi‐structured
interviews
reflective
reports
subsequently
subjected
thematic
analysis.
findings
reveal
that
MagicSchool
improved
time
efficiency
reinforced
creation
various
question
types.
also
mentioned
its
practicality
generating
rubrics
materials
varied
proficiency
levels.
However,
challenges
such
crafting
effective
prompts,
verifying
content
addressing
cultural
or
contextual
mismatches
recognised.
Moreover,
ethical
concerns,
plagiarism
minimised
creativity,
highlighted,
with
participants
warning
against
over‐reliance
on
AI.
underscores
potential
preparation
while
emphasising
challenges,
advocating
balanced
approach
integrates
responsibly.
Implications
include
fostering
literacy,
promoting
critical
engagement
AI‐generated
ensuring
pedagogically
sound
implementation
design.
Electronics,
Journal Year:
2025,
Volume and Issue:
14(7), P. 1258 - 1258
Published: March 22, 2025
This
research
aims
to
explore
the
use,
perceptions,
and
challenges
associated
with
generative
AI
(GenAI)
among
higher
education
students.
As
GenAI
technologies,
such
as
language
models,
image
generators,
code
assistants,
become
increasingly
prevalent
in
academic
settings,
it
is
essential
understand
how
students
engage
these
tools
their
impact
on
learning
process.
The
study
investigates
students’
awareness,
adoption
patterns,
perceptions
of
AI’s
role
tasks,
alongside
benefits
they
identify
face,
including
ethical
concerns,
reliability,
accessibility.
Through
quantitative
methods,
provides
a
comprehensive
analysis
student
experiences
education.
findings
aim
inform
educators,
technologists,
institutions
about
opportunities
barriers
integrating
technologies
into
educational
practices
guide
development
strategies
that
support
effective
responsible
use
academia.
Eurasian Journal of Current Research in Psychology and Pedagogy,
Journal Year:
2025,
Volume and Issue:
4, P. 38 - 47
Published: April 11, 2025
This
article
is
dedicated
to
the
analysis
and
implementation
of
innovative
teaching
methods
in
economic
theory
aimed
at
enhancing
educational
process’s
effectiveness
for
Generation
Z
students.
The
study’s
objective
identify
promising
directions
modernizing
Zoomers,
assess
their
effectiveness,
propose
optimal
solutions
educators.
main
ideas
study
include
integration
interactive
technologies,
business
role-playing
games,
case
method,
gamification,
digital
tools
into
process.
scientific
practical
significance
determined
by
need
adapt
programs
characteristics
requirements
Z.
relevance
approach
examined,
along
with
advantages
new
impact
on
quality
education
Zoomers.
research
methodology
includes
an
theoretical
approaches
learning,
a
comparative
traditional
modern
methods,
empirical
based
experience
implementing
Turan
University.
findings
demonstrate
that
use
enhances
student
engagement,
improves
material
retention,
develops
skills
essential
professional
activities.
value
lies
justification
incorporating
process
prepare
more
competent
specialists
ready
meet
challenges
Kazakhstan’s
transitional
economy.
ability
proposed
students,
considering
unique
learning
characteristics,
developing
recommendations
Advances in Mobile Learning Educational Research,
Journal Year:
2024,
Volume and Issue:
4(2), P. 1149 - 1159
Published: Nov. 6, 2024
Integrating
artificial
AI
technologies
in
education
has
revolutionised
teaching,
learning,
and
assessment
worldwide.
In
Nigerian
tertiary
institutions,
students
increasingly
rely
on
tools
for
assignments,
research,
exam
preparation,
raising
concerns
about
the
integrity
of
traditional
methods.
This
paper
explores
impact
academic
performance
challenges
they
pose
to
accurately
evaluating
student
capabilities.
It
argues
urgent
need
redefine
strategies
higher
preserve
standards
while
harnessing
benefits
AI.
The
study
highlights
ethical
such
as
data
privacy,
access
inequality,
over-reliance
tools,
which
can
undermine
critical
thinking
skills.
provides
countermeasures
policy
recommendations,
including
establishing
usage
guidelines,
promoting
equitable
technology,
integrating
assessments
that
prioritise
problem-solving
By
adopting
these
innovative
policies,
institutions
enhance
quality
ensure
develop
genuine
skills
excellence.
calls
immediate
action
align
with
realities
age,
ensuring
sustainable
authentic
outcomes.
Journal of Asian Public Policy,
Journal Year:
2024,
Volume and Issue:
unknown, P. 1 - 29
Published: Nov. 23, 2024
As
Generative
Artificial
Intelligence
(GAI)
rapidly
integrates
into
higher
education,
a
critical
question
arises:
should
we
focus
on
the
technology's
potential
or
essential
role
of
stakeholders?
While
GAI
offers
transformative
possibilities,
its
success
hinges
students,
educators,
administrators,
and
policymakers.
This
study
examines
structure
these
stakeholders
patterns
relationships
between
them.
Utilizing
systematic
literature
review,
screened
224
studies
selected
38
key
articles
to
construct
hierarchical
framework
illustrating
complex
interactions
among
stakeholders.
The
research
reveals
prominence
administrators
while
reflecting
increasing
attention
technology
vendors
government
agencies.
Interactions
primarily
fall
four
patterns:
cooperation,
control
guidance,
support
dependency,
as
well
competition
conflict.
Although
existing
extensively
discusses
GAI's
potential,
this
argues
that
in-depth
analyses
stakeholder
roles
are
lacking,
particularly
given
real-world
complexities.
Future
explore
multidimensional
promote
responsible
effective
use
in
education.
International Journal of Educational Technology in Higher Education,
Journal Year:
2024,
Volume and Issue:
21(1)
Published: Nov. 24, 2024
Abstract
In
celebrating
the
20th
anniversary
of
International
Journal
Educational
Technology
in
Higher
Education
(IJETHE)
,
previously
known
as
Revista
de
Universidad
y
Sociedad
del
Conocimiento
(RUSC)
it
is
timely
to
reflect
upon
shape
and
depth
educational
technology
research
has
appeared
within
journal,
order
understand
how
IJETHE
contributed
furthering
scholarship,
provide
future
directions
field.
It
particularly
important
authorship
patterns
terms
equity
diversity,
especially
regard
ensuring
wide-ranging
geographical
gender
representation
academic
publishing.
To
this
end,
a
content
analysis
was
conducted
631
articles,
published
RUSC
from
2010
June
2024.
Furthermore,
contribute
ongoing
efforts
raise
methodological
standards
secondary
being
field,
an
quality
evidence
syntheses
2018
2024
conducted.
Common
themes
have
been
students’
experience
engagement
online
learning,
role
assessment
feedback,
teachers’
digital
competencies,
development
open
practices
resources.
The
revealed
parity
increasingly
international
identity,
although
contributions
Middle
East,
South
America
Africa
remain
underrepresented.
findings
critical
need
for
enhanced
rigour
EdTech
syntheses,
suggestions
are
provided
can
help
move
field
forwards.
Key
areas
include
educator
professional
development,
impact
tools
on
learning
outcomes
engagement,
influence
social
contextual
factors,
application
AI
support
use
multimodal
data
analyse
student
across
diverse
contexts.