Evaluating simulated teaching audio for teacher trainees using RAG and local LLMs
Ke Fang,
No information about this author
Ci Tang,
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Wang Jing
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et al.
Scientific Reports,
Journal Year:
2025,
Volume and Issue:
15(1)
Published: Jan. 29, 2025
In
the
training
of
teacher
students,
simulated
teaching
is
a
key
method
for
enhancing
skills.
However,
traditional
evaluations
typically
rely
on
direct
involvement
and
guidance,
increasing
teachers'
workload
limiting
opportunities
students
to
practice
independently.
This
paper
introduces
Retrieval-Augmented
Generation
(RAG)
framework
constructed
using
various
open-source
tools
(such
as
FastChat
model
inference
Whisper
speech-to-text)
combined
with
local
large
language
(LLM)
audio
analysis
teaching.
We
then
selected
three
leading
7B-parameter
Chinese
LLMs
from
ModelScope
community
analyze
their
generalizability
adaptability
in
voice
evaluation
tasks.
The
results
show
that
internlm2
more
effectively
analyzes
students'
audio,
providing
educational
feedback.
Finally,
we
conducted
system
10
participants
ability
competition
invited
experts
score
manually,
verifying
system's
application
potential.
research
demonstrates
potential
approach
improving
methods
advanced
technology.
Language: Английский
The Future of Work and Education in Ai-Driven Innovative Systems: A Systematic Literature Review and Lexicometric Analysis
Gulab Kumar,
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Dipanker Sharma,
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Bhawana Bhardwaj
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et al.
Published: Jan. 1, 2025
Language: Английский
Massage in the application of perioperative medicine: research hotspots and trends
Xiaoqin Li,
No information about this author
Chuan You,
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Wei Huang
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et al.
Frontiers in Medicine,
Journal Year:
2025,
Volume and Issue:
12
Published: April 1, 2025
Background
Over
the
past
decade,
application
of
massage
in
perioperative
period
has
attracted
interest
researchers
worldwide,
with
a
relatively
stable
volume
literature
published
annually.
Objective
By
conducting
bibliometric
analysis
from
this
study
aims
to
identify
research
overview,
hotspots,
and
trends
medicine.
Methods
A
search
was
conducted
Web
Science
Core
Collection
for
on
medicine
2014
2024.
Articles
reviews
were
collected
language
restriction
English.
Bibliometric
visual
analyses
using
Co-Occurrence,
R
Studio,
VOSviewer,
Scimago
Graphica
software.
Results
total
434
records
retrieved,
after
data
cleaning
(removal
duplicates
incomplete
entries),
344
articles
ultimately
included.
Overall,
number
publications
showed
fluctuating
upward
trend
The
United
States
leads
publication
established
considerable
collaboration
Europe
Brazil,
while
China
ranks
second
but
lacks
international
collaboration.
Research
primarily
focuses
management
pain
anxiety
symptoms,
including
improvement
quality
life
patients
somatic
diseases
oncological
conditions.
Cutting-edge
topics
focus
efficacy
verification
techniques
specific
areas
targeted,
particularly
acupoint
massage.
Conclusion
This
summarizes
status,
over
which
may
aid
gaining
better
understanding
field.
should
strengthen
promote
development
areas,
massage,
will
be
focal
point
future
research.
Language: Английский
Using visual technology in educational ethnography: Theory, method and the visual
Visual Studies,
Journal Year:
2025,
Volume and Issue:
unknown, P. 1 - 2
Published: April 11, 2025
Language: Английский
Industry 5.0 as seen through its academic literature: an investigation using co-word analysis
Discover Sustainability,
Journal Year:
2025,
Volume and Issue:
6(1)
Published: April 19, 2025
Language: Английский
The atmospheric boundary layer: a review of current challenges and a new generation of machine learning techniques
Artificial Intelligence Review,
Journal Year:
2024,
Volume and Issue:
57(12)
Published: Oct. 17, 2024
Language: Английский
Efficiency of segmented ludicization in language learning regarding ZPD progress, technology-initiated interactivity, and learner-initiated interactivity
Qi Zhang
No information about this author
Education and Information Technologies,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Dec. 16, 2024
Language: Английский
The application of ChatGPT in nursing: a bibliometric and visualized analysis
Frontiers in Medicine,
Journal Year:
2024,
Volume and Issue:
11
Published: Dec. 18, 2024
With
the
development
of
ChatGPT,
number
studies
within
nursing
field
has
increased.
The
sophisticated
language
capabilities
coupled
with
its
exceptional
precision,
offer
significant
support
field,
which
includes
clinical
nursing,
education,
and
decision-making
process.
Preliminary
findings
suggest
positive
outcomes,
underscoring
potential
as
a
valuable
resource
for
enhancing
care.
However,
comprehensive
analysis
this
domain
is
lacking,
application
bibliometric
methods
remains
rare.
This
study
aims
to
describe
predict
developmental
trajectory
discipline,
identify
research
hotspots
trends,
provide
framework
integration
ChatGPT
in
nursing.
Language: Английский