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9.22k
Data Integration > Table annotation > Column Type Annotation
GitTables-SemTab-DBP
DAGOBAH
https://www.eurecom.fr/fr/publication/6842
F1 (%)
7.00
Data Integration > Table annotation > Column Type Annotation
GitTables-SemTab-DBP
Kepler-aSI
https://www.semanticscholar.org/paper/Kepler-aSI-at-SemTab-2021-Baazouzi-Kachroudi/f4ef58ea481fc2dbcc57a97886150a9c33e17840
F1 (%)
4.1
Data Integration > Table annotation > Column Type Annotation
T2Dv2
HNN + P2Vec
https://arxiv.org/abs/1906.00781v1
Accuracy (%)
96.6
Data Integration > Table annotation > Column Type Annotation
T2Dv2
TURL
https://arxiv.org/abs/2006.14806v2
Accuracy (%)
96.2
Data Integration > Table annotation > Column Type Annotation
T2Dv2
ColNet - Ensemble
http://arxiv.org/abs/1811.01304v2
F1 (%)
94.9
Data Integration > Table annotation > Column Type Annotation
WikiTables-TURL-CTA
TURL
https://arxiv.org/abs/2006.14806v2
F1 (%)
94.75
Data Integration > Table annotation > Column Type Annotation
WikiTables-TURL-CTA
DODUO
https://arxiv.org/abs/2104.01785v2
F1 (%)
92.45
Data Integration > Table annotation > Column Type Annotation
WikiTables-TURL-CTA
Watchog
https://dl.acm.org/doi/10.1145/3626766
Macro-F1
78.72
Data Integration > Table annotation > Column Type Annotation
ToughTables-DBP
KGCODE-Tab
https://ceur-ws.org/Vol-3320/paper5.pdf
F1 (%)
48
Data Integration > Table annotation > Column Type Annotation
ToughTables-DBP
JenTab
https://www.semanticscholar.org/paper/JenTab-Meets-SemTab-2021's-New-Challenges-Abdelmageed-Schindler/4f492fee6a7ae51d3f2527d9036a1beaf6f1e44b
F1 (%)
46
Data Integration > Table annotation > Column Type Annotation
ToughTables-DBP
DAGOBAH
https://www.eurecom.fr/fr/publication/6842
F1 (%)
42.2
Data Integration > Table annotation > Column Type Annotation
ToughTables-DBP
Kepler-aSI
https://www.semanticscholar.org/paper/Kepler-aSI-at-SemTab-2021-Baazouzi-Kachroudi/f4ef58ea481fc2dbcc57a97886150a9c33e17840
F1 (%)
39.1
Data Integration > Table annotation > Column Type Annotation
ToughTables-DBP
s-elBat
https://www.semanticscholar.org/paper/Results-of-SemTab-2022-Abdelmageed-Chen/64dfbc1da6ad7402a6365c3e41667069a63599a6
F1 (%)
36.6
Data Integration > Table annotation > Column Type Annotation
ToughTables-DBP
MAGIC
https://www.semanticscholar.org/paper/MAGIC%3A-Mining-an-Augmented-Graph-using-INK%2C-from-a-Steenwinckel-Turck/03465d28e575ac8273887f0f56b67b890230d788
F1 (%)
15.9
Data Integration > Table annotation > Column Type Annotation
BiodivTab
KGCODE-Tab
https://ceur-ws.org/Vol-3320/paper5.pdf
F1 (%)
86.7
Data Integration > Table annotation > Column Type Annotation
BiodivTab
TSOTSA
https://ceur-ws.org/Vol-3320/paper12.pdf
F1 (%)
76
Data Integration > Table annotation > Column Type Annotation
BiodivTab
Kepler-aSI
https://www.semanticscholar.org/paper/Kepler-aSI-at-SemTab-2021-Baazouzi-Kachroudi/f4ef58ea481fc2dbcc57a97886150a9c33e17840
F1 (%)
59.3
Data Integration > Table annotation > Column Type Annotation
BiodivTab
DAGOBAH
https://www.eurecom.fr/fr/publication/6842
F1 (%)
34.4
Data Integration > Table annotation > Column Type Annotation
BiodivTab
MAGIC
https://www.semanticscholar.org/paper/MAGIC%3A-Mining-an-Augmented-Graph-using-INK%2C-from-a-Steenwinckel-Turck/03465d28e575ac8273887f0f56b67b890230d788
F1 (%)
14.2
Data Integration > Table annotation > Column Type Annotation
BiodivTab
JenTab
https://www.semanticscholar.org/paper/JenTab-Meets-SemTab-2021's-New-Challenges-Abdelmageed-Schindler/4f492fee6a7ae51d3f2527d9036a1beaf6f1e44b
F1 (%)
10.7
Data Integration > Table annotation > Column Type Annotation
ToughTables-WD
DAGOBAH
https://www.eurecom.fr/fr/publication/6842
F1 (%)
83.2
Data Integration > Table annotation > Column Type Annotation
ToughTables-WD
Kepler-aSI
https://www.semanticscholar.org/paper/Kepler-aSI-at-SemTab-2021-Baazouzi-Kachroudi/f4ef58ea481fc2dbcc57a97886150a9c33e17840
F1 (%)
74.6
Data Integration > Table annotation > Column Type Annotation
ToughTables-WD
JenTab
https://www.semanticscholar.org/paper/JenTab-Meets-SemTab-2021's-New-Challenges-Abdelmageed-Schindler/4f492fee6a7ae51d3f2527d9036a1beaf6f1e44b
F1 (%)
69.7
Data Integration > Table annotation > Column Type Annotation
ToughTables-WD
KGCODE-Tab
https://ceur-ws.org/Vol-3320/paper5.pdf
F1 (%)
54.3
Data Integration > Table annotation > Column Type Annotation
ToughTables-WD
DAGOBAH
https://ceur-ws.org/Vol-3320/paper6.pdf
F1 (%)
40.9
Data Integration > Table annotation > Column Type Annotation
VizNet-Sato-MultiColumn
DODUO
https://arxiv.org/abs/2104.01785v2
Macro-F1
83.8
Data Integration > Table annotation > Column Type Annotation
VizNet-Sato-MultiColumn
Sato
https://arxiv.org/abs/1911.06311v3
Weighted-F1
92.5
Data Integration > Table annotation > Column Type Annotation
VizNet-Sato-MultiColumn
Sato
https://arxiv.org/abs/1911.06311v3
Macro-F1
73.5
Data Integration > Table annotation > Column Type Annotation
WDC SOTAB V2
TorchicTab
https://www.csd.uoc.gr/~vefthym/SemTab2023/paper2.pdf
Micro F1
89.66
Data Integration > Table annotation > Column Type Annotation
WDC SOTAB V2
gpt-3.5-turbo-0301-two-step
https://arxiv.org/abs/2306.00745v2
Micro F1
89.47
Data Integration > Table annotation > Column Type Annotation
WDC SOTAB V2
DREIFLUSS
https://ceur-ws.org/Vol-3557/paper4.pdf
Micro F1
38.04
Data Integration > Table annotation > Column Type Annotation
WDC SOTAB V2
TSOTSA
https://ceur-ws.org/Vol-3557/paper6.pdf
Micro F1
37.05
Data Integration > Table annotation > Column Type Annotation
WDC SOTAB V2
MUT2KG
https://ceur-ws.org/Vol-3557/paper5.pdf
Micro F1
32.01
Data Integration > Table annotation > Column Type Annotation
WikipediaGS-CTA
TURL
https://arxiv.org/abs/2006.14806v2
Accuracy (%)
74.6
Data Integration > Table annotation > Column Type Annotation
WikipediaGS-CTA
HNN
https://arxiv.org/abs/1906.00781v1
Accuracy (%)
65.5
Data Integration > Table annotation > Column Type Annotation
GitTables-SemTab-SCH
KGCODE-Tab
https://ceur-ws.org/Vol-3320/paper5.pdf
F1 (%)
69.3
Data Integration > Table annotation > Column Type Annotation
GitTables-SemTab-SCH
DAGOBAH
https://www.eurecom.fr/fr/publication/6842
F1 (%)
18.3
Data Integration > Table annotation > Cell Entity Annotation
WikiTables-TURL-CEA
TURL
https://arxiv.org/abs/2006.14806v2
F1 (%)
68
Data Integration > Table annotation > Cell Entity Annotation
BiodivTab
KGCODE-Tab
https://ceur-ws.org/Vol-3320/paper5.pdf
F1 (%)
91.1
Data Integration > Table annotation > Cell Entity Annotation
BiodivTab
TSOTSA
https://ceur-ws.org/Vol-3320/paper12.pdf
F1 (%)
79
Data Integration > Table annotation > Cell Entity Annotation
BiodivTab
DAGOBAH
https://www.eurecom.fr/fr/publication/6842
F1 (%)
62
Data Integration > Table annotation > Cell Entity Annotation
BiodivTab
JenTab
https://www.semanticscholar.org/paper/JenTab-Meets-SemTab-2021's-New-Challenges-Abdelmageed-Schindler/4f492fee6a7ae51d3f2527d9036a1beaf6f1e44b
F1 (%)
60.2
Data Integration > Table annotation > Cell Entity Annotation
BiodivTab
MAGIC
https://www.semanticscholar.org/paper/MAGIC%3A-Mining-an-Augmented-Graph-using-INK%2C-from-a-Steenwinckel-Turck/03465d28e575ac8273887f0f56b67b890230d788
F1 (%)
10
Data Integration > Table annotation > Cell Entity Annotation
WikipediaGS
TURL
https://arxiv.org/abs/2006.14806v2
F1 (%)
67
Data Integration > Table annotation > Cell Entity Annotation
ToughTables-WD
DAGOBAH
https://ceur-ws.org/Vol-3320/paper6.pdf
F1 (%)
94.5
Data Integration > Table annotation > Cell Entity Annotation
ToughTables-WD
s-elBat
https://www.semanticscholar.org/paper/Results-of-SemTab-2022-Abdelmageed-Chen/64dfbc1da6ad7402a6365c3e41667069a63599a6
F1 (%)
93.8
Data Integration > Table annotation > Cell Entity Annotation
ToughTables-WD
DAGOBAH
https://www.eurecom.fr/fr/publication/6842
F1 (%)
92.3
Data Integration > Table annotation > Cell Entity Annotation
ToughTables-WD
Kepler-aSI
https://www.semanticscholar.org/paper/Kepler-aSI-at-SemTab-2021-Baazouzi-Kachroudi/f4ef58ea481fc2dbcc57a97886150a9c33e17840
F1 (%)
62
Data Integration > Table annotation > Cell Entity Annotation
ToughTables-WD
JenTab
https://www.semanticscholar.org/paper/JenTab-Meets-SemTab-2021's-New-Challenges-Abdelmageed-Schindler/4f492fee6a7ae51d3f2527d9036a1beaf6f1e44b
F1 (%)
45.7
Data Integration > Table annotation > Cell Entity Annotation
ToughTables-DBP
DAGOBAH
https://www.eurecom.fr/fr/publication/6842
F1 (%)
94.5
Data Integration > Table annotation > Cell Entity Annotation
ToughTables-DBP
KGCODE-Tab
https://ceur-ws.org/Vol-3320/paper5.pdf
F1 (%)
82.7
Data Integration > Table annotation > Cell Entity Annotation
ToughTables-DBP
JenTab
https://www.semanticscholar.org/paper/JenTab-Meets-SemTab-2021's-New-Challenges-Abdelmageed-Schindler/4f492fee6a7ae51d3f2527d9036a1beaf6f1e44b
F1 (%)
60.7
Data Integration > Table annotation > Cell Entity Annotation
ToughTables-DBP
Kepler-aSI
https://www.semanticscholar.org/paper/Kepler-aSI-at-SemTab-2021-Baazouzi-Kachroudi/f4ef58ea481fc2dbcc57a97886150a9c33e17840
F1 (%)
50.9
Data Integration > Table annotation > Cell Entity Annotation
ToughTables-DBP
MAGIC
https://www.semanticscholar.org/paper/MAGIC%3A-Mining-an-Augmented-Graph-using-INK%2C-from-a-Steenwinckel-Turck/03465d28e575ac8273887f0f56b67b890230d788
F1 (%)
18.4
Data Integration > Table annotation > Columns Property Annotation
WDC SOTAB V2
TorchicTab
https://www.csd.uoc.gr/~vefthym/SemTab2023/paper2.pdf
Micro F1
87.11
Data Integration > Table annotation > Columns Property Annotation
WDC SOTAB V2
MUT2KG
https://ceur-ws.org/Vol-3557/paper5.pdf
Micro F1
79.35
Data Integration > Table annotation > Columns Property Annotation
WDC SOTAB V2
TSOTSA
https://ceur-ws.org/Vol-3557/paper6.pdf
Micro F1
23.55
Data Integration > Table annotation > Columns Property Annotation
WDC SOTAB V2
DREIFLUSS
https://ceur-ws.org/Vol-3557/paper4.pdf
Micro F1
17.39
Data Integration > Table annotation > Columns Property Annotation
WikiTables-TURL-CPA
TURL
https://arxiv.org/abs/2006.14806v2
F1 (%)
94.91
Data Integration > Table annotation > Columns Property Annotation
WikiTables-TURL-CPA
DODUO
https://arxiv.org/abs/2104.01785v2
F1 (%)
91.72
Data Integration > Table annotation > Columns Property Annotation
WikiTables-TURL-CPA
Watchog
https://dl.acm.org/doi/10.1145/3626766
Macro-F1
88.45
Data Integration > Table annotation > Columns Property Annotation
WDC SOTAB
DODUO
https://ceur-ws.org/Vol-3320/paper1.pdf
Micro F1
79.96
Data Integration > Table annotation > Columns Property Annotation
WDC SOTAB
TURL
https://ceur-ws.org/Vol-3320/paper1.pdf
Micro F1
72.93
Data Integration > Table annotation > Columns Property Annotation
T2Dv2
T2K
https://www.semanticscholar.org/paper/Matching-Web-Tables-To-DBpedia-A-Feature-Utility-Ritze-Bizer/74c2c4dc375515a2dc6e3d73993c3ad2d77b0757
F1 (%)
81
Data Integration > Table annotation > Table Type Detection
T2Dv2
T2K
https://www.semanticscholar.org/paper/Matching-Web-Tables-To-DBpedia-A-Feature-Utility-Ritze-Bizer/74c2c4dc375515a2dc6e3d73993c3ad2d77b0757
F1 (%)
92
Data Integration > Table annotation > Row Annotation
T2Dv2
T2K
https://www.semanticscholar.org/paper/Matching-Web-Tables-To-DBpedia-A-Feature-Utility-Ritze-Bizer/74c2c4dc375515a2dc6e3d73993c3ad2d77b0757
F1 (%)
80
Dialogue
Persona-Chat
BART (TextBox 2.0)
https://arxiv.org/abs/2212.13005v1
BLEU-1
49.581
Dialogue
Persona-Chat
BART (TextBox 2.0)
https://arxiv.org/abs/2212.13005v1
BLEU-2
39.24
Dialogue
Persona-Chat
BART (TextBox 2.0)
https://arxiv.org/abs/2212.13005v1
Distinct-1
1.44
Dialogue
Persona-Chat
BART (TextBox 2.0)
https://arxiv.org/abs/2212.13005v1
Distinct-2
8.89
Dialogue > Dialogue Generation
Ubuntu Dialogue (Activity)
MrRNN Act.-Ent.
http://arxiv.org/abs/1606.00776v2
Precision
16.84
Dialogue > Dialogue Generation
Ubuntu Dialogue (Activity)
MrRNN Act.-Ent.
http://arxiv.org/abs/1606.00776v2
Recall
9.72
Dialogue > Dialogue Generation
Ubuntu Dialogue (Activity)
MrRNN Act.-Ent.
http://arxiv.org/abs/1606.00776v2
F1
11.43
Dialogue > Dialogue Generation
Harry Potter Dialogue Dataset
EVA
https://arxiv.org/abs/2211.06869v4
mauve
0.968
Dialogue > Dialogue Generation
Harry Potter Dialogue Dataset
Per-BOB
https://arxiv.org/abs/2211.06869v4
mauve
0.948
Dialogue > Dialogue Generation
Reddit (multi-ref)
SpaceFusion
http://arxiv.org/abs/1902.11205v3
relevance (human)
2.72
Dialogue > Dialogue Generation
Reddit (multi-ref)
SpaceFusion
http://arxiv.org/abs/1902.11205v3
interest (human)
2.53
Dialogue > Dialogue Generation
PG-19
∞-former (Sticky memories + initialized GPT-2 Small)
https://arxiv.org/abs/2109.00301v3
Perplexity
32.48
Dialogue > Dialogue Generation
Twitter Dialogue (Tense)
MrRNN Act.-Ent.
http://arxiv.org/abs/1606.00776v2
Accuracy
34.48%
Dialogue > Dialogue Generation
Ubuntu Dialogue (Tense)
MrRNN Act.-Ent.
http://arxiv.org/abs/1606.00776v2
Accuracy
29.01%
Dialogue > Dialogue Generation
Ubuntu Dialogue (Entity)
MrRNN Act.-Ent.
http://arxiv.org/abs/1606.00776v2
Precision
4.91
Dialogue > Dialogue Generation
Ubuntu Dialogue (Entity)
MrRNN Act.-Ent.
http://arxiv.org/abs/1606.00776v2
Recall
3.36
Dialogue > Dialogue Generation
Ubuntu Dialogue (Entity)
MrRNN Act.-Ent.
http://arxiv.org/abs/1606.00776v2
F1
3.72
Dialogue > Dialogue Generation
Twitter Dialogue (Noun)
MrRNN Act.-Ent.
http://arxiv.org/abs/1606.00776v2
Precision
4.82
Dialogue > Dialogue Generation
Twitter Dialogue (Noun)
MrRNN Act.-Ent.
http://arxiv.org/abs/1606.00776v2
Recall
5.22
Dialogue > Dialogue Generation
Twitter Dialogue (Noun)
MrRNN Act.-Ent.
http://arxiv.org/abs/1606.00776v2
F1
4.63
Dialogue > Dialogue Generation
FusedChat
Classification-based model
https://arxiv.org/abs/2109.04137v3
Slot Accuracy
0.973
Dialogue > Dialogue Generation
FusedChat
Classification-based model
https://arxiv.org/abs/2109.04137v3
Joint SA
0.600
Dialogue > Dialogue Generation
FusedChat
Classification-based model
https://arxiv.org/abs/2109.04137v3
Inform
75.1
Dialogue > Dialogue Generation
FusedChat
Classification-based model
https://arxiv.org/abs/2109.04137v3
Inform_mct
90.8
Dialogue > Dialogue Generation
FusedChat
Classification-based model
https://arxiv.org/abs/2109.04137v3
Success
60.9
Dialogue > Dialogue Generation
FusedChat
Classification-based model
https://arxiv.org/abs/2109.04137v3
Success_mct
74.4
Dialogue > Dialogue Generation
FusedChat
Classification-based model
https://arxiv.org/abs/2109.04137v3
BLEU
12.17
Dialogue > Dialogue Generation
FusedChat
Classification-based model
https://arxiv.org/abs/2109.04137v3
PPL
10.50
Dialogue > Dialogue Generation
FusedChat
Classification-based model
https://arxiv.org/abs/2109.04137v3
Sensibleness
0.58
Dialogue > Dialogue Generation
FusedChat
Classification-based model
https://arxiv.org/abs/2109.04137v3
Specificity
0.51
Dialogue > Dialogue Generation
FusedChat
Classification-based model
https://arxiv.org/abs/2109.04137v3
SSA
0.55
Dialogue > Dialogue Generation
FusedChat
Two-in-one model
https://arxiv.org/abs/2109.04137v3
Slot Accuracy
0.972
Dialogue > Dialogue Generation
FusedChat
Two-in-one model
https://arxiv.org/abs/2109.04137v3
Joint SA
0.592
Dialogue > Dialogue Generation
FusedChat
Two-in-one model
https://arxiv.org/abs/2109.04137v3
Inform
70.4