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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
18d ago
SemEval Task 4 Subtask 2 Restaurant domain 2014 (test)
Arctic-ABSA Decoder
Accuracy
91.76
30
1mo ago
Laptop dataset
SDGCN-BERT
Accuracy
81.35
22
1mo ago
Laptop14 original (test)
MT-ISA
Accuracy
85.74
20
1mo ago
Restaurant14 original (test)
MT-ISA
Accuracy
92.68
20
1mo ago
Lap SemEval-2014 (test)
w/o SAR
Accuracy
83.86
20
2d ago
SemEval Laptop 2014
THOR
F1 Score
85.16
19
1mo ago
SemEval Restaurant 2014 (All)
THOR
F1 Score
87.45
19
1mo ago
Laptop14
OTESGN
Accuracy
82.86
18
1mo ago
Rest 14
LWEDA-ACT (2025)
Accuracy
88.11
18
1mo ago
COTE-MFW syntactically perturbed
ATTEMPT
F1 Score
88.85
17
16d ago
Twitter (test)
LSAT-X-DeBERTa
Acc
77.17
17
1mo ago
ARTS Restaurant
NADS
ARS
64.55
16
1mo ago
ARTS Laptop
DINER
ARS
59.4
16
1mo ago
REST 2015 (test)
DCRAN
ABSA-F1
0.7367
15
1mo ago
REST 2014 (test)
DCRAN
ABSA F1 Score
80.32
15
1mo ago
LAP 2014 (test)
DCRAN
ABSA-F1
71.47
15
1mo ago
Twitter
OTESGN
Accuracy
78.75
14
1mo ago
Restaurant Implicit Sentiment Analysis (test)
Flan-T5 + RVISAg
Accuracy
82.02
14
1mo ago
Restaurant Full (test)
Flan-T5 + RVISAg
Accuracy
91.52
14
1mo ago
Restaurant dataset
SDGCN-BERT
Accuracy
83.57
14
1mo ago
Cross-domain ABSA Unseen (Average)
T5 + COGLM
F1 Score
49.04
12
1mo ago
Cross-domain ABSA Average Seen
T5 + COGLM
F1 Score
67.59
12
1mo ago
Cross-domain ABSA Unseen (Fold 3)
GRACE
F1 Score
48.12
12
1mo ago
Cross-domain ABSA Seen (Fold 3)
CONTRASTE
F1 Score
71.34
12
1mo ago
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