← 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

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
PBAN
Restaurant (Acc)
81.16
Laptop (Acc)
74.12
Mean Acc (Restaurant + Laptop)
77.64
A Position-aware Bidirectional Attention Network for Aspect-level Sentiment Analysis
2018-08-01
코드 1
RAM
Restaurant (Acc)
80.23
Laptop (Acc)
74.49
Mean Acc (Restaurant + Laptop)
77.36
Recurrent Attention Network on Memory for Aspect Sentiment Analysis
2017-09-01
코드 1 · 코드 2 · 코드 3
AEN-GloVe
Restaurant (Acc)
80.98
Laptop (Acc)
73.51
Mean Acc (Restaurant + Laptop)
77.25
Attentional Encoder Network for Targeted Sentiment Classification
2019-02-25
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
IARM
Restaurant (Acc)
80.0
Laptop (Acc)
73.8
Mean Acc (Restaurant + Laptop)
77.02
IARM: Inter-Aspect Relation Modeling with Memory Networks in Aspect-Based Sentiment Analysis
2018-10-01
코드 1
MemNet
Restaurant (Acc)
80.95
Laptop (Acc)
72.21
Mean Acc (Restaurant + Laptop)
76.58
Aspect Level Sentiment Classification with Deep Memory Network
2016-05-28
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
LSTM+SynATT+TarRep
Restaurant (Acc)
80.63
Laptop (Acc)
71.94
Mean Acc (Restaurant + Laptop)
76.29
Effective Attention Modeling for Aspect-Level Sentiment Classification
2018-08-01
연결 없음
IAN
Restaurant (Acc)
78.60
Laptop (Acc)
72.10
Mean Acc (Restaurant + Laptop)
75.35
Interactive Attention Networks for Aspect-Level Sentiment Classification
2017-09-04
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
JCI (hops)
Restaurant (Acc)
78.79
Laptop (Acc)
71.79
Mean Acc (Restaurant + Laptop)
75.29
Target-Sensitive Memory Networks for Aspect Sentiment Classification
2018-07-01
연결 없음
PRET+MULT
Restaurant (Acc)
79.11
Laptop (Acc)
71.15
Mean Acc (Restaurant + Laptop)
75.13
Exploiting Document Knowledge for Aspect-level Sentiment Classification
2018-06-12
코드 1
PF-CNN
Restaurant (Acc)
79.20
Laptop (Acc)
70.06
Mean Acc (Restaurant + Laptop)
74.63
Parameterized Convolutional Neural Networks for Aspect Level Sentiment Classification
2019-09-13
연결 없음
NP (hops)
Restaurant (Acc)
75.73
Laptop (Acc)
72.43
Mean Acc (Restaurant + Laptop)
74.08
Target-Sensitive Memory Networks for Aspect Sentiment Classification
2018-07-01
연결 없음
ATAE-LSTM
Restaurant (Acc)
77.20
Laptop (Acc)
68.70
Mean Acc (Restaurant + Laptop)
72.95
Attention-based LSTM for Aspect-level Sentiment Classification
2016-11-01
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
TD-LSTM
Restaurant (Acc)
75.63
Laptop (Acc)
68.13
Mean Acc (Restaurant + Laptop)
71.88
Effective LSTMs for Target-Dependent Sentiment Classification
2015-12-03
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10
BERT-IL Finetuned
Restaurant (Acc)
86.20
Does BERT Understand Sentiment? Leveraging Comparisons Between Contextual and Non-Contextual Embeddings to Improve Aspect-Based Sentiment Models
2020-11-23
연결 없음
ATLX-Ent
Restaurant (Acc)
82.86
Attention and Lexicon Regularized LSTM for Aspect-based Sentiment Analysis
2019-07-01
코드 1
ATLX
Restaurant (Acc)
82.62
Attention and Lexicon Regularized LSTM for Aspect-based Sentiment Analysis
2019-07-01
코드 1
TNet
Restaurant (Acc)
80.79
Laptop (Acc)
76.01
Transformation Networks for Target-Oriented Sentiment Classification
2018-05-03
코드 1 · 코드 2
ABSA-DeBERTa
Restaurant (Acc)
89,46
Laptop (Acc)
82,76
Mean Acc (Restaurant + Laptop)
86,11
Aspect-based Sentiment Analysis using BERT with Disentangled Attention
2021-07-18
코드 1