Aspect Based Sentiment Analysis On Semeval

Metrics

Laptop (Acc)

Mean Acc (Restaurant + Laptop)

Restaurant (Acc)

Results

Performance results of various models on this benchmark

				Paper Title	Repository
MT-ISA	85.74	89.21	92.68	Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning	-
RVISA	86.68	89.10	91.52	RVISA: Reasoning and Verification for Implicit Sentiment Analysis	-
LSA+DeBERTa-V3-Large	86.21	88.27	90.33	LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation
LCF-ATEPC	82.29	86.24	90.18	A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction
DPL-BERT	81.96	85.75	89.54	Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis
ABSA-DeBERTa	82,76	86,11	89,46	Aspect-based Sentiment Analysis using BERT with Disentangled Attention	-
BERT-ADA	80.23	84.06	87.89	Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification
MaskedABSA	86.24	86.95	87.65	Masking The Bias : From Echo Chambers to Large Scale Aspect-Based Sentiment Analysis	-
RoBERTa+MLP	83.78	85.58	87.37	Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTa
KaGRMN-DSG	81.87	84.61	87.35	Understand me, if you refer to Aspect Knowledge: Knowledge-aware Gated Recurrent Memory Network
YORO	81.82	84.48	87.14	You Only Read Once: Constituency-Oriented Relational Graph Convolutional Network for Multi-Aspect Multi-Sentiment Classification	-
RGAT+	81.25	83.92	86.59	Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network
PH-SUM	79.55	82.96	86.37	Improving BERT Performance for Aspect-Based Sentiment Analysis
BERT-IL Finetuned	-	-	86.20	Does BERT Understand Sentiment? Leveraging Comparisons Between Contextual and Non-Contextual Embeddings to Improve Aspect-Based Sentiment Models	-
BAT	79.35	82.69	86.03	Adversarial Training for Aspect-Based Sentiment Analysis with BERT
BERT-PT	78.07	81.51	84.95	BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis
BERT-SPC	78.99	81.73	84.46	Attentional Encoder Network for Targeted Sentiment Classification
IMN	75.36	79.63	83.89	An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis
SDGCN-BERT	81.35	82.46	83.57	Modeling Sentiment Dependencies with Graph Convolutional Networks for Aspect-level Sentiment Classification
AEN-BERT	79.93	81.53	83.12	Attentional Encoder Network for Targeted Sentiment Classification

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Aspect Based Sentiment Analysis On Semeval

Metrics

Results