Term Extraction

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 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

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

Subtasks archive 2025-07-28

2 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 44 papers with code (160 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.

• A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction
  17 Dec 2019 6 repositories listed
  Aspect-based sentiment analysis (ABSA) task is a multi-grained task of natural language processing and consists of two subtasks: aspect term extraction (ATE) and aspect polarity classification (APC).
• A Dependency Syntactic Knowledge Augmented Interactive Architecture for End-to-End Aspect-based Sentiment Analysis
  4 Apr 2020 3 repositories listed
  The aspect-based sentiment analysis (ABSA) task remains to be a long-standing challenge, which aims to extract the aspect term and then identify its sentiment orientation.
• An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis
  17 Jun 2019 3 repositories listed
  Aspect-based sentiment analysis produces a list of aspect terms and their corresponding sentiments for a natural language sentence.
• SemRe-Rank: Improving Automatic Term Extraction By Incorporating Semantic Relatedness With Personalised PageRank
  9 Nov 2017 3 repositories listed
  Extensively evaluated with 13 state-of-the-art base ATE methods on four datasets of diverse nature, it is shown to have achieved widespread improvement over all base methods and across all datasets, with up to 15…
• PyABSA: A Modularized Framework for Reproducible Aspect-based Sentiment Analysis
  2 Aug 2022 2 repositories listed
  The advancement of aspect-based sentiment analysis (ABSA) has urged the lack of a user-friendly framework that can largely lower the difficulty of reproducing state-of-the-art ABSA performance, especially for beginners.
• Transforming Term Extraction: Transformer-Based Approaches to Multilingual Term Extraction Across Domains
  1 Aug 2021 2 repositories listed
• Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction
  26 Jul 2021 2 repositories listed
  Aspect Sentiment Triplet Extraction (ASTE) is the most recent subtask of ABSA which outputs triplets of an aspect target, its associated sentiment, and the corresponding opinion term.
• An Iterative Multi-Knowledge Transfer Network for Aspect-Based Sentiment Analysis
  4 Apr 2020 2 repositories listed
  Aspect-based sentiment analysis (ABSA) mainly involves three subtasks: aspect term extraction, opinion term extraction, and aspect-level sentiment classification, which are typically handled in a separate or joint…
• Methods for Recognizing Nested Terms
  22 Apr 2025 1 repository listed
  In this paper, we describe our participation in the RuTermEval competition devoted to extracting nested terms.
• CheckEmbed: Effective Verification of LLM Solutions to Open-Ended Tasks
  4 Jun 2024 1 repository listed
  Large Language Models (LLMs) are revolutionizing various domains, yet verifying their answers remains a significant challenge, especially for intricate open-ended tasks such as consolidation, summarization, and…
• preon: Fast and accurate entity normalization for drug names and cancer types in precision oncology
  1 Mar 2024 1 repository listed
  Summary preon is a fast and accurate library for the normalization of drug names and cancer types in large-scale data integration.
• Deep Learning Brasil at ABSAPT 2022: Portuguese Transformer Ensemble Approaches
  8 Nov 2023 1 repository listed
  Aspect-based Sentiment Analysis (ABSA) is a task whose objective is to classify the individual sentiment polarity of all entities, called aspects, in a sentence.
• Indo LEGO-ABSA: A Multitask Generative Aspect Based Sentiment Analysis for Indonesian Language
  3 Nov 2023 1 repository listed
  Therefore, this research aims to implement the multitask learning and prompting approach in aspect-based sentiment analysis for Bahasa Indonesia using generative pre-trained language models.
• Large language models for aspect-based sentiment analysis
  27 Oct 2023 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  We assess the performance of GPT-4 and GPT-3.
• Extracting Mathematical Concepts with Large Language Models
  29 Aug 2023 1 repository listed
  Where our study diverges from previous work is in (1) providing a more thorough analysis of what makes mathematical term extraction a difficult problem to begin with; (2) paying close attention to inter-annotator…
• 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.
• ConQueR: Contextualized Query Reduction using Search Logs
  22 May 2023 1 repository listed
  One extracts core terms from an original query at the term level, and the other determines whether a sub-query is a suitable reduction for the original query at the sequence level.
• InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis
  16 Feb 2023 1 repository listed
  We introduce InstructABSA, an instruction learning paradigm for Aspect-Based Sentiment Analysis (ABSA) subtasks.
• Cross-Domain Aspect Extraction using Transformers Augmented with Knowledge Graphs
  18 Oct 2022 1 repository listed
  The extraction of aspect terms is a critical step in fine-grained sentiment analysis of text.
• Court Judgement Labeling Using Topic Modeling and Syntactic Parsing
  3 Aug 2022 1 repository listed
  In regions that practice common law, relevant historical cases are essential references for sentencing.
• Inheriting the Wisdom of Predecessors: A Multiplex Cascade Framework for Unified Aspect-based Sentiment Analysis
  30 Jul 2022 1 repository listed
  So far, aspect-based sentiment analysis (ABSA) has involved with total seven subtasks, in which, however the interactions among them have been left unexplored sufficiently.
• A Simple Information-Based Approach to Unsupervised Domain-Adaptive Aspect-Based Sentiment Analysis
  29 Jan 2022 1 repository listed
  Aspect-based sentiment analysis (ABSA) is a fine-grained sentiment analysis task which aims to extract the aspects from sentences and identify their corresponding sentiments.
• Seeking Common but Distinguishing Difference, A Joint Aspect-based Sentiment Analysis Model
  18 Nov 2021 1 repository listed
  Therefore, we propose a joint ABSA model, which not only enjoys the benefits of encoder sharing but also focuses on the difference to improve the effectiveness of the model.
• Improving Aspect Extraction based on Rules through Deep Syntax-Semantics Communication
  16 Nov 2021 1 repository listed
  Recent studies show integrating language resources which consist of lexical resources, syntactic resources and semantic resources can improve the performance of natural language processing (NLP) tasks.
• Self Question-answering: Aspect-based Sentiment Analysis by Role Flipped Machine Reading Comprehension
  1 Nov 2021 1 repository listed
  In this paper, we investigate the unified ABSA task from the perspective of Machine Reading Comprehension (MRC) by observing that the aspect and the opinion terms can serve as the query and answer in MRC interchangeably.
• Towards Learning Terminological Concept Systems from Multilingual Natural Language Text
  30 Aug 2021 1 repository listed
  Terminological Concept Systems (TCS) provide a means of organizing, structuring and representing domain-specific multilingual information and are important to ensure terminological consistency in many tasks, such as…
• Bridge-Based Active Domain Adaptation for Aspect Term Extraction
  1 Aug 2021 1 repository listed
  Existing methods solve this problem by associating aspect terms with pivot words (we call this passive domain adaptation because the transfer of aspect terms relies on the links to pivots).
• Target-specified Sequence Labeling with Multi-head Self-attention for Target-oriented Opinion Words Extraction
  1 Jun 2021 1 repository listed
  Many recent works on ABSA focus on Target-oriented Opinion Words (or Terms) Extraction (TOWE), which aims at extracting the corresponding opinion words for a given opinion target.
• Unsupervised Technical Domain Terms Extraction using Term Extractor
  22 Jan 2021 1 repository listed
  Terminology extraction, also known as term extraction, is a subtask of information extraction.
• Constituency Lattice Encoding for Aspect Term Extraction
  1 Dec 2020 1 repository listed
  One of the remaining challenges for aspect term extraction in sentiment analysis resides in the extraction of phrase-level aspect terms, which is non-trivial to determine the boundaries of such terms.

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.