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DataFunSummit
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I’query
V9qfeaturelogicIjI
Iquery
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f
1
gquery
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Vgq%g¿featureInterseciionLQ
X
ct
al.
:Feature-logic
embedduig
framework
fxa
‹xuoplex
knowledge
graph
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art,
2023.DatasetModelip2p3p2i3ipiip2uupAVGGQE53.915.511.140.252.427.519.422.311.728.2Q2B70.523.015.161.271.841.828.737.719.040.1FBl5kBetaE65.125.724.755.866.543.928.140.125.241.6ConE73.333.829.264.473.750.935.755.731.449.8FLEX77.137.431.666.475.2S4J42.452.934J52.4GQE35.27.45.523.635.716.710.98.45.816.6Q2B41.39.97.231.145.421.913.311.98.121.1FB237BetaE39.010.910.028.842.522.412.612.49.720.9ConE41.812.811.032.647.325.514.014.510.823.4FLEX43.613,111.134,948,427.416,115,411.124.6GQE33.112.19.927.335.118.514,58.59.018.7Q2B42,714.511,734,745.823.217,412.010,723.6NELLBetaE53.013.011.437,647.524.114,312.28.524.6ConE53116113940050.8263175153113272FLEX57.816.814.740.550.827N19.415.611.628J11111111L@
et
a1.
“Flm:
Feønire-logic
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frømework
før
complez
knowledge
grøph
reasoning”.
øre,
2023.Se
te!•)
•e
'
Who
has
co
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songs
for
which
Michac!
Jocksoi\
received
or
was
nominated
for
aGrammy
Av
ard
fur
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cf
the
Yc‹\r,
and
the
songs'
contributor
to
the
¿uilar
zulu
part
is
not
Eddie
Van
HaIcn?(b)
N-ary
FOL
Query:g
=
Y•,
3Y
(P{3firheni
Jerlson,
otuard
rereiued,Grnmmy
A•••rd
/or
Song
o/
the
Peor,
for
u›or1,
P)
v
P{3fic?ienf
Jorlson,
nominated
jfor,
'rrnmmp
Atunrd
/or
Songo
f
thel'eor,
/or
â,
P))
A
@
Y,contributor,
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Per
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ofen,
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.,
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ic
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oodeslolermediete
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9.72
56.16
74.35
39.81
9.6230.98
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51.03
90.72
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3.66
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ct
al
,
2023Var.RankQuery
AnswersPro.Cor.Ans.1Primetime
Emmy
Award..78.359cNEasyUi2Golden
Globe
Award..1.399aF-3Screen
ActorsGuild
Award..1.159aNEasy1The
West
Wing67.46%NEasy22Edie
Falco3.079cF-3My
So-Called
Life1.75%F-1Allison
Janney42.38%NEasy2Stockard
Channing12.24%NHardVJ,qpj3Mary
Steenburgen7.029oF-4Janel
Moloney5.32'7oNHard5Downton
Abbey1.97'7oF-Query
Sentence
(2cp):Wliu
was
nominated
ior
the
az'ard
that
K
iitherinc
I
Rei
zl
(
KI
I
)
receivedfor
tired's
An‹ii‹›n
(tiA),
for
the
work
which
Allison
Jannex
(
AJ)
was
nominated
for
ti‹›l
Glen
tilt›bc
A›xiird
ti›r
i3est
Actress
(ti£iAi3.1)
for?N-ary
FOc
Query:q
——
V›,
2Vi,
Vz
P[Katherine
Ileigl,
award
received,
Vi,
Jor
w‹xrk:,
Creg‘sComputational
Graph:”’*’Lu’o*,’H’a*o’ran’,*B’
a’i*ho’n”g
E,
ct
a1.
“NQH:
N-try
Query
Embedding
for
Complex
QumyAnswering
over
Hyper-Relational
Knowledge
Grnphs".2fòr
wo
k,
2023.Temporal
Complet
Querybe_elected_as(François
Hollande,
President
of
France,
T
)
A
Aller(T„
T,)nstep_down_1rom(Franvois
Hollande,
President
of
France,
Z’
)
A
Before(Z’„
Z’,)
rimnke_a_visit(Xi
Jinping,
Yy,
T,)
A
make_a_visit(Barack
Obama,
Yy,
P,)Computation
Grayhe¡
:
Francois
Hollands
ri
:
be
elected
ase-s
Fmn9ois
Hollande
r2
:
°*°p
dnwn
frome2
:
President
of
France
e;
:
Xi
Jinping•4
:
President
Of
France
eg
:
Bnrack
Obamare
:
make
a
visit*4
:
Luke
a
visitP
(V„
P,
V,)'
9(MLP(V
+
r
+
Vt))P
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,
r,
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=
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r
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V„))i=li=l*e(
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2
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21+
q 1
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q¡2
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„.E"
"°'19.9526.4736.3735.7435.2423.4629.2537.7334.4836.3934.6826.2424.0728.0426.36avg28.0326.6529.3128.óJAVG3'L9330.1336.4335.9824.0031.3340.9348.9936.2938.9649.9044.8029.7043.5246.
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|41.92'4.394.4l4.433.29befo,,after6.176.17ó476.64Timestamp
{0=20S4-1-1.
36S=2014-12-31)9.328.178.868.9204DataFunSummit
2024.•“:ÛnlnFun.m.01
l4vpvq]
govemmenbgovemmentyosition
held.appointed
by]
m.0fm2hm.07m2nlU]
emment ition
held.office
holder]
m.0fm2hm.0fpy4*2]
emment sitron
held.office
holder]
m.0fm2hPrevious
Retrieve-†hen-6enera†e
KBQA
FrameworkQuestion:
What
is
the
most
predominan
re
io
n
thecount
en
amln
an
olds
a
govemmentaRelation
Itetrieval:Benjamin
Netanyahum.05p3vsklocation.statistical_region.religionsm.06bvppTriple
(or
Subgraph)”Retrieval:*
*
*
"(JOIN
(R
location.religion
ercentage.religion)(ARGMAX
(JOfN
govemment,govemment sition
held.office
holder
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§LoRA,
P-Tuning
v2,
Freeze)Fine-TunedLLMS
forSemanticPafSlfi§wro
plays
ken
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ti
.
rcy
u
lii
r
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ii
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