Aspect Category Sentiment Analysis

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 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

1 dataset 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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

12 shown of 12 papers with code (18 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.

• Beta Distribution Guided Aspect-aware Graph for Aspect Category Sentiment Analysis with Affective Knowledge
  1 Nov 2021 2 repositories listed
  To be specific, we first regard each aspect as a pivot to derive aspect-aware words that are highly related to the aspect from external affective commonsense knowledge.
• New Benchmark Dataset and Fine-Grained Cross-Modal Fusion Framework for Vietnamese Multimodal Aspect-Category Sentiment Analysis
  1 May 2024 1 repository listed
  To address this, we introduce a new Vietnamese multimodal dataset, named ViMACSA, which consists of 4, 876 text-image pairs with 14, 618 fine-grained annotations for both text and image in the hotel domain.
• Enhanced Coherence-Aware Network with Hierarchical Disentanglement for Aspect-Category Sentiment Analysis
  15 Mar 2024 1 repository listed
  To address the issue of multiple aspect categories and sentiment entanglement, we propose a hierarchical disentanglement module to extract distinct categories and sentiment features.
• 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.
• 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.
• AX-MABSA: A Framework for Extremely Weakly Supervised Multi-label Aspect Based Sentiment Analysis
  7 Nov 2022 1 repository listed
  Aspect Based Sentiment Analysis is a dominant research area with potential applications in social media analytics, business, finance, and health.
• Solving Aspect Category Sentiment Analysis as a Text Generation Task
  14 Oct 2021 1 repository listed
  Aspect category sentiment analysis has attracted increasing research attention.
• ASAP: A Chinese Review Dataset Towards Aspect Category Sentiment Analysis and Rating Prediction
  11 Mar 2021 1 repository listed
  Aspect category sentiment analysis (ACSA) and review rating prediction (RP) are two essential tasks to detect the fine-to-coarse sentiment polarities.
• A Multi-Task Incremental Learning Framework with Category Name Embedding for Aspect-Category Sentiment Analysis
  6 Oct 2020 1 repository listed
  In this paper, to make multi-task learning feasible for incremental learning, we proposed Category Name Embedding network (CNE-net).
• Multi-Instance Multi-Label Learning Networks for Aspect-Category Sentiment Analysis
  6 Oct 2020 1 repository listed Syntology ran 0 of 5 samples · 5 unverified
  Given a sentence and the aspect categories mentioned in the sentence, AC-MIMLLN first predicts the sentiments of the instances, then finds the key instances for the aspect categories, finally obtains the sentiments of…
• 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.
• Aspect Based Sentiment Analysis with Gated Convolutional Networks
  18 May 2018 1 repository listed
  Aspect based sentiment analysis (ABSA) can provide more detailed information than general sentiment analysis, because it aims to predict the sentiment polarities of the given aspects or entities in text.

Syntology lines on 1 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.