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SOTA Semantic Parsing benchmarks and papers with code | Wizwand
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Semantic Parsing
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
CFQ MCD3
Dynamic Least-to-Most Prompting
Accuracy
95.5
33
3d ago
CFQ (MCD2)
Dynamic Least-to-Most Prompting
Accuracy
95.3
33
3d ago
CFQ (MCD1)
Grounded Graph Decoding
Accuracy
98.6
33
3d ago
GeoQuery (i.i.d.)
T5 11B (Prompt Tuning)
Exact Match Accuracy
93.6
32
2d ago
GeoQuery compositional
SpanSub
Accuracy
89.5
29
2d ago
WikiSQL (test)
TypeSQL+TC
Execution Accuracy
82.6
27
3d ago
OVERNIGHT v1.0 (test)
TWO-STAGE
Blocks Domain Score
65.7
26
3d ago
GEO
COARSE2FINE
Accuracy
0.939
26
3d ago
COGS (generalization)
Lear
Accuracy (Generalization)
99
25
3d ago
SMCalFlow
Grammar Prompting (w. oracle grammar)
Program Accuracy
88.9
22
3d ago
CFQ MCD avg
Dynamic Least-to-Most Prompting
Exact Match Accuracy
95
22
3d ago
SMCalFlow-CS (16-C)
Cover-LS (Oracle)
Accuracy
73.5
20
3d ago
ATIS
COARSE2FINE
Accuracy
95.1
19
3d ago
Break
CLG
Accuracy
42.21
18
3d ago
GeoQuery (Len.)
DPP
Exact Match Accuracy
74.3
17
3d ago
mTOP (test)
POS-based code-switching
Average Score
91.8
17
3d ago
WIKITABLEQUESTIONS (test)
TaBERT-Large
Execution Accuracy (Best)
52.3
17
3d ago
COGS (test)
SpanSub+L2S2
Exact Match Accuracy
92.3
16
2d ago
SCAN Around Right
SpanSub+L2S2
Exact-match Accuracy
100
16
2d ago
WIKITABLEQUESTIONS (dev)
TaBERT-Large
Execution Accuracy (Best)
53
16
3d ago
CFQ MCD3 (test)
LIRind+RIR
Accuracy
77.9
15
3d ago
CFQ MCD2 (test)
LIRind+RIR
Accuracy
0.853
15
3d ago
CFQ MCD1 (test)
RIR
Accuracy
88.7
15
3d ago
NL2Bash
CLG
Accuracy
45.19
14
3d ago
Geoquery (test)
DCS+L
Accuracy
91.1
14
3d ago
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