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SOTA Aspect-based Sentiment Analysis benchmarks and papers with code | Wizwand
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Aspect-based Sentiment Analysis
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ASAP (test)
Ours (ZRCP + Mask)
F1 Score
94.59
95
3mo ago
Laptop dataset
GHI
Accuracy
86.08
43
2mo ago
REST 2014 (test)
TRMoE-ISA
ABSA F1 Score
84.74
37
2mo ago
Twitter
APARN
Accuracy
79.76
35
2mo ago
Rest 14
DABS
Accuracy
89.76
31
2mo ago
SemEval Task 4 Subtask 2 Restaurant domain 2014 (test)
Arctic-ABSA Decoder
Accuracy
91.76
30
4mo ago
LAP 2014 (test)
TRMoE-ISA
All-Aspect Score
85
22
2mo ago
Restaurant 14
GHI
Accuracy
90.97
21
2mo ago
Laptop14 original (test)
MT-ISA
Accuracy
85.74
20
4mo ago
Restaurant14 original (test)
MT-ISA
Accuracy
92.68
20
4mo ago
Lap SemEval-2014 (test)
w/o SAR
Accuracy
83.86
20
3mo ago
SemEval Laptop 2014
THOR
F1 Score
85.16
19
4mo ago
SemEval Restaurant 2014 (All)
THOR
F1 Score
87.45
19
4mo ago
Laptop14
OTESGN
Accuracy
82.86
18
4mo ago
COTE-MFW syntactically perturbed
ATTEMPT
F1 Score
88.85
17
3mo ago
Twitter (test)
LSAT-X-DeBERTa
Acc
77.17
17
4mo ago
ARTS Restaurant
NADS
ARS
64.55
16
4mo ago
ARTS Laptop
DINER
ARS
59.4
16
4mo ago
REST 2015 (test)
DCRAN
ABSA-F1
0.7367
15
4mo ago
Restaurant Implicit Sentiment Analysis (test)
Flan-T5 + RVISAg
Accuracy
82.02
14
4mo ago
Restaurant Full (test)
Flan-T5 + RVISAg
Accuracy
91.52
14
4mo ago
Restaurant dataset
SDGCN-BERT
Accuracy
83.57
14
4mo ago
Cross-domain ABSA Unseen (Average)
T5 + COGLM
F1 Score
49.04
12
4mo ago
Cross-domain ABSA Average Seen
T5 + COGLM
F1 Score
67.59
12
4mo ago
Cross-domain ABSA Unseen (Fold 3)
GRACE
F1 Score
48.12
12
4mo ago
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