近两年ABSA相关ACL/EMNLP论文列表

单任务

Aspect Term Extraction (ATE)

(ACL2020)Conditional Augmentation for Aspect Term Extraction via Masked Sequence-to-Sequence Generation

(EMNLP2020)Enhancing Aspect Term Extraction with Soft Prototypes

(EMNLP2021)Progressive Self-Training with Discriminator for Aspect Term Extraction

Aspect Category Detection (ACD)

(ACL2020)Embarrassingly Simple Unsupervised Aspect Extraction

(ACL2021)Multi-label few-shot learning for aspect category detection

Opinion Term Extraction (OTE)

Aspect Opinion Co-Extraction (AOCE)

(EMNLP2020)Deep weighted maxsat for aspect-based opinion extraction

Target-oriented Opinion Word Extraction (TOWE)

(EMNLP2020)Introducing syntactic structures into target opinion word extraction with deep learning

(EMNLP2021)An Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words Extraction

Aspect Sentiment Classification (ASC)

(ACL2020)Dependency Graph Enhanced Dual-transformer Structure for Aspect-based Sentiment Classification

(ACL2021)Dual Graph Convolutional Networks for Aspect-based Sentiment Analysis

(EMNLP2020)Inducing Target-Specific Latent Structures for Aspect Sentiment Classification

(EMNLP2021)To be Closer Learning to Link up Aspects with Opinions

(Findings of EMNLP2021)Eliminating Sentiment Bias for Aspect-Level Sentiment Classification with Unsupervised Opinion Extraction

复合任务

Pair Extraction

Aspect Category Sentiment Analysis (ACSA)

(EMNLP2021)Solving Aspect Category Sentiment Analysis as a Text Generation Task

End-to-End ABSA (E2E-ABSA)

(ACL2020)Relation-Aware Collaborative Learning for Unified Aspect-Based Sentiment Analysis

(Findings of EMNLP2020)GRACE Gradient Harmonized and Cascaded Labeling for Aspect-based Sentiment Analysis

(Findings of EMNLP2021)An Iterative Multi-Knowledge Transfer Network for Aspect-Based Sentiment Analysis

(Findings of EMNLP2021)Self Question-answering Aspect-based Sentiment Analysis by Role Flipped Machine Reading Comprehension

Aspect-Opinion Pair Extraction (AOPE)

(ACL2020)SpanMlt A Span-based Multi-Task Learning Framework for Pair-wise Aspect and Opinion Terms Extraction

(ACL2020)Synchronous Double-channel Recurrent Network for Aspect-Opinion Pair Extraction

(Findings of EMNLP2020)Grid Tagging Scheme for Aspect-oriented Fine-grained Opinion Extraction

Triplet Extraction

Aspect Sentiment Triplet Extraction (ASTE)

(ACL2021)Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction

(ACL2021)A Unified Generative Framework for Aspect-based Sentiment Analysis

(ACL2021)Towards Generative Aspect-Based Sentiment Analysis

(EMNLP2020)Position-Aware Tagging for Aspect Sentiment Triplet Extraction

(EMNLP2021)PASTE: A Tagging-Free Decoding Framework Using Pointer Networks for Aspect Sentiment Triplet Extraction

(Findings of EMNLP2020)A Multi-task Learning Framework for Opinion Triplet Extraction

(Findings of EMNLP2020)Grid Tagging Scheme for Aspect-oriented Fine-grained Opinion Extraction

Aspect-Category-Sentiment Detection (ACSD)

(ACL2021)Towards Generative Aspect-Based Sentiment Analysis

(EMNLP2021)Aspect Sentiment Quad Prediction as Paraphrase Generation

Quad Extraction

Aspect Sentiment Quad Prediction (ASQP)

(ACL2021)Aspect-Category-Opinion-Sentiment Quadruple Extraction with Implicit Aspects and Opinions

(EMNLP2021)Aspect Sentiment Quad Prediction as Paraphrase Generation