← Aspect-Based Sentiment Analysis (ABSA)
Papers with Code · CC BY-SA 4.0

SemEval-2014 Task-4

아카이브 평가 48건 · 마지막 적재/변경

평가 기록

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
MT-ISA
Restaurant (Acc)
92.68
Laptop (Acc)
85.74
Mean Acc (Restaurant + Laptop)
89.21
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning
2024-12-12
연결 없음
RVISA
Restaurant (Acc)
91.52
Laptop (Acc)
86.68
Mean Acc (Restaurant + Laptop)
89.10
RVISA: Reasoning and Verification for Implicit Sentiment Analysis
2024-07-02
연결 없음
LSA+DeBERTa-V3-Large
Restaurant (Acc)
90.33
Laptop (Acc)
86.21
Mean Acc (Restaurant + Laptop)
88.27
LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation
2021-10-16
코드 1
MaskedABSA
Restaurant (Acc)
87.65
Laptop (Acc)
86.24
Mean Acc (Restaurant + Laptop)
86.95
Masking The Bias : From Echo Chambers to Large Scale Aspect-Based Sentiment Analysis
2024-09-02
코드 1
LCF-ATEPC
Restaurant (Acc)
90.18
Laptop (Acc)
82.29
Mean Acc (Restaurant + Laptop)
86.24
A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction
2019-12-17
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
DPL-BERT
Restaurant (Acc)
89.54
Laptop (Acc)
81.96
Mean Acc (Restaurant + Laptop)
85.75
Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis
2022-03-14
코드 1
RoBERTa+MLP
Restaurant (Acc)
87.37
Laptop (Acc)
83.78
Mean Acc (Restaurant + Laptop)
85.58
Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTa
2021-04-11
코드 1
KaGRMN-DSG
Restaurant (Acc)
87.35
Laptop (Acc)
81.87
Mean Acc (Restaurant + Laptop)
84.61
Understand me, if you refer to Aspect Knowledge: Knowledge-aware Gated Recurrent Memory Network
2021-08-05
코드 1
YORO
Restaurant (Acc)
87.14
Laptop (Acc)
81.82
Mean Acc (Restaurant + Laptop)
84.48
You Only Read Once: Constituency-Oriented Relational Graph Convolutional Network for Multi-Aspect Multi-Sentiment Classification
2024-03-24
코드 1
BERT-ADA
Restaurant (Acc)
87.89
Laptop (Acc)
80.23
Mean Acc (Restaurant + Laptop)
84.06
Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification
2019-08-30
코드 1 · 코드 2 · 코드 3
RGAT+
Restaurant (Acc)
86.59
Laptop (Acc)
81.25
Mean Acc (Restaurant + Laptop)
83.92
Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network
2020-02-22
코드 1
PH-SUM
Restaurant (Acc)
86.37
Laptop (Acc)
79.55
Mean Acc (Restaurant + Laptop)
82.96
Improving BERT Performance for Aspect-Based Sentiment Analysis
2020-10-22
코드 1 · 코드 2
BAT
Restaurant (Acc)
86.03
Laptop (Acc)
79.35
Mean Acc (Restaurant + Laptop)
82.69
Adversarial Training for Aspect-Based Sentiment Analysis with BERT
2020-01-30
코드 1 · 코드 2 · 코드 3 · 코드 4
SDGCN-BERT
Restaurant (Acc)
83.57
Laptop (Acc)
81.35
Mean Acc (Restaurant + Laptop)
82.46
Modeling Sentiment Dependencies with Graph Convolutional Networks for Aspect-level Sentiment Classification
2019-06-11
코드 1
BERT-SPC
Restaurant (Acc)
84.46
Laptop (Acc)
78.99
Mean Acc (Restaurant + Laptop)
81.73
Attentional Encoder Network for Targeted Sentiment Classification
2019-02-25
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
AEN-BERT
Restaurant (Acc)
83.12
Laptop (Acc)
79.93
Mean Acc (Restaurant + Laptop)
81.53
Attentional Encoder Network for Targeted Sentiment Classification
2019-02-25
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
BERT-PT
Restaurant (Acc)
84.95
Laptop (Acc)
78.07
Mean Acc (Restaurant + Laptop)
81.51
BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis
2019-04-03
코드 1
InstructABSA
Restaurant (Acc)
82.44
Laptop (Acc)
80.56
Mean Acc (Restaurant + Laptop)
81.5
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis
2023-02-16
코드 1
MCRF-SA
Restaurant (Acc)
82.86
Laptop (Acc)
77.64
Mean Acc (Restaurant + Laptop)
80.25
Aspect Based Sentiment Analysis with Aspect-Specific Opinion Spans
2020-10-06
코드 1
HAPN
Restaurant (Acc)
82.23
Laptop (Acc)
77.27
Mean Acc (Restaurant + Laptop)
79.75
Hierarchical Attention Based Position-Aware Network for Aspect-Level Sentiment Analysis
2018-10-01
코드 1
IMN
Restaurant (Acc)
83.89
Laptop (Acc)
75.36
Mean Acc (Restaurant + Laptop)
79.63
An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis
2019-06-17
코드 1 · 코드 2 · 코드 3
TNet-ATT(+AS)
Restaurant (Acc)
81.53
Laptop (Acc)
77.62
Mean Acc (Restaurant + Laptop)
79.58
Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis
2019-06-04
코드 1
MGAN
Restaurant (Acc)
81.49
Laptop (Acc)
76.21
Mean Acc (Restaurant + Laptop)
78.85
Exploiting Coarse-to-Fine Task Transfer for Aspect-level Sentiment Classification
2018-11-16
코드 1
TNet-LF
Restaurant (Acc)
80.79
Laptop (Acc)
76.01
Mean Acc (Restaurant + Laptop)
78.4
Transformation Networks for Target-Oriented Sentiment Classification
2018-05-03
코드 1 · 코드 2
SA-LSTM-P
Restaurant (Acc)
81.6
Laptop (Acc)
75.1
Mean Acc (Restaurant + Laptop)
78.35
Learning Latent Opinions for Aspect-Level Sentiment Classification
2018-04-01
코드 1
MGAN
Restaurant (Acc)
81.25
Laptop (Acc)
75.39
Mean Acc (Restaurant + Laptop)
78.32
Multi-grained Attention Network for Aspect-Level Sentiment Classification
2018-10-01
코드 1
LCR-Rot
Restaurant (Acc)
81.34
Laptop (Acc)
75.24
Mean Acc (Restaurant + Laptop)
78.29
Left-Center-Right Separated Neural Network for Aspect-based Sentiment Analysis with Rotatory Attention
2018-02-03
코드 1
BILSTM-ATT-G (TSSVAE)
Restaurant (Acc)
81.10
Laptop (Acc)
75.34
Mean Acc (Restaurant + Laptop)
78.22
Variational Semi-supervised Aspect-term Sentiment Analysis via Transformer
2018-10-24
연결 없음
BBLSTM-SL
Restaurant (Acc)
81.3
Laptop (Acc)
74.9
Mean Acc (Restaurant + Laptop)
78.1
Aspect-Based Sentiment Analysis Using Bitmask Bidirectional Long Short Term Memory Networks
2018-05-01
연결 없음
AOA
Restaurant (Acc)
81.20
Laptop (Acc)
74.5
Mean Acc (Restaurant + Laptop)
77.85
Aspect Level Sentiment Classification with Attention-over-Attention Neural Networks
2018-04-18
코드 1 · 코드 2