<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <pub-date>
        <year>2026</year>
      </pub-date>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>Keywords</p>
      <p>Writing assistance, Text generation, Bias mitigation, User interaction
1. Introduction
2. Related work
1https://www.grammarly.com/
2https://prowritingaid.com/
3https://www.writefull.com/
4https://www.lexisnexis.com/en-us/products/lexis-plus-ai.page
3. System design
3.1. Proof-of-concept architecture
pAri
pAri
iBas
iBas
1' L
oCme
oCme
i t i g
a
:e r
edar
noahist.rc
noahist.rc
E
esm
p
oi
d
i
f aser
E
s
mep
i o
i
sa
e
i t i g
a
t a
 :
rea
ocnsiderat
nua
argz
rea
ocnsiderat
nua
argz
, 14
deliv
ni
fAragol,
aNples,
iwth
ehr
. amilyf
A
tsuden
nad
aMr tin
aemcr
the
ingve
fo
, yMonda
coeinfr
the
diea
emdia
, 1
a
evlo
, 1
a
egiv
a
aedingr
no
the
osul
fo
egiv
a
ubt
laso
ot
ehr
fyriend,ob
psecifaly
hwile
amintg
hse
aws
ocnsider
a
osciable
hse
aws
ocnsider
a
osciable
igrl
hwo
aws
aeringw
ejans
nad
a
lback
- T
,.
ENMSI
ENMSI
ENMSI
lPug
ni
hcanges
aPrfsi
aPrphse
hCi
W
oh
si
aMr tin
, Carbon
isnce
aMr tin
, 14
deliv
ni
fAragol,
aNples,
uot
tha
ehr
, 1
a
dent
ivouserP
e.ra
c
irta
c
i
s.he
aws
edscrib
yb
rfiends
c
moe
z
a
nad
.</p>
      <p>I
n
t
h
e
e
x
a
m
p
l
e
,
b
y
s
e
l
e
c
t
i
n
g
t
h
e
m
o
d
i
c
if
a
t
i
o
n
r
e
l
a
t
e
d
t
o
t
h
e
p
a
r
a
p
h
r
a
s
e
t
h
e
c
o
r
r
e
s
p
o
n
d
i
n
g
s
e
n
t
e
n
c
e
i
s
h
i
g
h
l
i
g
h
t
e
d
i
n
t
h
e
t
e
x
t
w
i
t
h
a
g
r
e
e
n
o
u
t
l
i
n
e
.</p>
      <p>W
i
t
h
i
n
t
h
e
s
i
d
e
p
a
n
e
l
e
a
c
h
m
o
d
i
if
c
a
t
i
o
n
i
n
c
l
u
d
e
s
a
b
u
t
t
o
n
,
w
h
i
c
h
,
w
h
e
n
p
r
e
s
s
e
d
.</p>
      <p>T
h
i
s
a
c
t
i
o
n
i
s
a
l
s
o
r
e
c
o
r
d
e
d
i
n
t
h
e
h
i
s
t
o
r
i
c
a
l
d
a
t
a
a
s
a
n
e
w
m
o
d
i
if
c
a
t
i
o
n
.</p>
      <p>C
o
n
s
u
l
t
i
n
g
t
h
e
e
d
i
t
h
i
s
t
o
r
y
a
n
d
c
h
o
o
s
i
n
g
w
h
i
c
h
v
e
r
s
i
o
n
t
o
m
a
i
n
t
a
i
n
m
a
k
e
s
t
h
e
s
y
s
t
e
m
a
d
a
p
t
a
b
l
e
t
o
t
h
e
u
s
e
r
’
s
w
r
i
t
i
n
g
s
t
y
l
e
,
s
u
p
p
o
r
t
i
n
g
a
p
e
r
s
o
n
a
l
i
z
e
d
e
x
p
e
r
i
e
n
c
e
b
a
s
e
d
o
n
t
h
e
e
d
i
t
o
r
i
a
l
p
r
e
f
e
r
e
n
c
e
s
.
4
.</p>
      <p>C
o
n
c
l
u
s
i
o</p>
      <p>n
T
h
i
s
p
a
p
e
r
p
r
e
s
e
n
t
s
t
h
e
d
e
s
i
g
n
o
f
a
w
r
i
t
i
n
g
s
u
p
p
o
r
t
t
o
o
l
f
o
r</p>
      <p>I
t
a
l
i
a
n
c
r
i
m
e
j
o
u
r
n
a
l
i
s
t
s
.</p>
      <p>T
h
e
p
l
u
g
i
n
i
s
b
a
s
e
d
o
n
t
h
e
i
n
t
e
g
r
a
t
i
o
n
o
f
t
e
x
t
g
e
n
e
r
a
t
i
o
n
t
e
c
h
n
o
l
o
g
i
e
s
s
u
p
p
o
r
t
e
d
b
y
s
p
e
c
i
c
if
m
o
d
u
l
e
s
f
o
r
t
h
e
i
d
e
n
t
i
c
if
a
t
i
o
n
a
n
d
m
i
t
i
g
a
t
i
o
n
o
f
l
i
n
g
u
i
s
t
i
c
b
i
a
s
e
s
.</p>
      <p>T
h
i
s
a
p
p
r
o
a
c
h
a
i
m
s
t
o
p
r
o
m
o
t
e
m
o
r
e
e
t
h
i
c
a
l
i
n
f
o
r
m
e
d
a
n
d
b
a
l
a
n
c
e
d
s
t
o
r
y
t
e
l
l
i
n
g
,
h
e
l
p
i
n
g
t
o
r
e
d
u
c
e
t
h
e
s
p
r
e
a
d
o
f
s
t
e
r
e
o
t
y
p
e
s
t
h
r
o
u
g
h
m
e
d
i
a
.</p>
      <p>I
n
a
d
d
i
t
i
o
n
a
i
m
s
t
o
p
r
o
d
u
c
e
u
s
e
r
o
r
i
e
n
t
e
d
t
e
x
t
s
,
a
d
a
p
t
i
n
g
t
o
e
a
c
h
a
u
t
h
o
r
’
s
e
d
i
t
o
r
i
a
l
s
t
y
l
e
.</p>
      <p>F
o
r
f
u
t
u
r
e
w
o
r
k
t
h
e
g
o
a
l
i
s
t
o
d
e
v
e
l
o
p
t
h
e
p
l
u
g
i
n
p
r
e
s
e
n
t
e
d
i
n
t
h
i
s
p
a
p
e
r
.
f
o
r
e
v
a
l
u
a
t
i
o
n
p
u
r
p
o
s
e
s
t
o
i
n
v
o
l
v
e
Acknowledgments
Declaration on Generative AI</p>
    </sec>
  </body>
  <back>
    <ref-list />
  </back>
</article>