Aspect Category Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

4 leaderboard tables shown for this task, 4 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

5 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

13 shown of 13 papers with code (31 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• KPC-cF: Aspect-Based Sentiment Analysis via Implicit-Feature Alignment with Corpus Filtering
  29 Jun 2024 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Investigations into Aspect-Based Sentiment Analysis (ABSA) for Korean industrial reviews are notably lacking in the existing literature.
• A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian Reviews
  17 Jan 2022 2 repositories listed
  The results indicate that this new approach increases the efficiency of the sentiment analysis model in the Persian language.
• An Unsupervised Approach for Aspect Category Detection Using Soft Cosine Similarity Measure
  8 Dec 2018 2 repositories listed
  Besides, most of these supervised methods require feature engineering to perform well.
• FABSA: An aspect-based sentiment analysis dataset of user reviews
  28 Dec 2023 1 repository listed
  The majority of available ABSA systems heavily rely on manually annotated datasets to train supervised machine learning models.
• MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
  22 May 2023 1 repository listed
  Generative methods greatly promote aspect-based sentiment analysis via generating a sequence of sentiment elements in a specified format.
• From Stars to Insights: Exploration and Implementation of Unified Sentiment Analysis with Distant Supervision
  2 May 2023 1 repository listed
  This paper introduces Unified Sentiment Analysis (Uni-SA), a novel learning paradigm that unifies ACD, ACSA, and RP into a coherent framework.
• Label-Driven Denoising Framework for Multi-Label Few-Shot Aspect Category Detection
  9 Oct 2022 1 repository listed
  Multi-Label Few-Shot Aspect Category Detection (FS-ACD) is a new sub-task of aspect-based sentiment analysis, which aims to detect aspect categories accurately with limited training instances.
• Latent Aspect Detection from Online Unsolicited Customer Reviews
  14 Apr 2022 1 repository listed
  Within the context of review analytics, aspects are the features of products and services at which customers target their opinions and sentiments.
• Jointly Modeling Aspect and Polarity for Aspect-based Sentiment Analysis in Persian Reviews
  16 Sep 2021 1 repository listed
  The developed models were evaluated using the collected dataset in terms of example-based and label-based metrics.
• Sentence Constituent-Aware Aspect-Category Sentiment Analysis with Graph Attention Networks
  4 Oct 2020 1 repository listed
  Aspect category sentiment analysis (ACSA) aims to predict the sentiment polarities of the aspect categories discussed in sentences.
• Embarrassingly Simple Unsupervised Aspect Extraction
  28 Apr 2020 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We present a simple but effective method for aspect identification in sentiment analysis.
• Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-Training
  1 Sep 2019 1 repository listed
  In this work, we consider weakly supervised approaches for training aspect classifiers that only require the user to provide a small set of seed words (i.
• Cross-domain Aspect Category Transfer and Detection via Traceable Heterogeneous Graph Representation Learning
  30 Aug 2019 1 repository listed
  Aspect category detection is an essential task for sentiment analysis and opinion mining.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.