Term Extraction

Term Extraction, or Automated Term Extraction (ATE), is about extraction domain-specific terms from natural language text. For example, the sentence “We meta-analyzed mortality using random-effect models” contains the domain-specific single-word terms "meta-analyzed", "mortality" and the multi-word term "random-effect models".

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 160 papers

Title	Date	Tasks	Status	Hype
Cross-Domain Aspect Extraction using Transformers Augmented with Knowledge Graphs	Oct 18, 2022	Aspect ExtractionKnowledge Graphs	CodeCode Available	4
PyABSA: A Modularized Framework for Reproducible Aspect-based Sentiment Analysis	Aug 2, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	3
A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction	Dec 17, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	2
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis	Feb 16, 2023	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
A Dependency Syntactic Knowledge Augmented Interactive Architecture for End-to-End Aspect-based Sentiment Analysis	Apr 4, 2020	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
Inheriting the Wisdom of Predecessors: A Multiplex Cascade Framework for Unified Aspect-based Sentiment Analysis	Jul 30, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
CheckEmbed: Effective Verification of LLM Solutions to Open-Ended Tasks	Jun 4, 2024	Document SummarizationSentence	CodeCode Available	1
An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis	Jun 17, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
A Wind of Change: Detecting and Evaluating Lexical Semantic Change across Times and Domains	Jun 7, 2019	Term Extraction	CodeCode Available	1
GRACE: Gradient Harmonized and Cascaded Labeling for Aspect-based Sentiment Analysis	Sep 22, 2020	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1

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All datasets AWARE SemEval 2014 Task 4 Laptop

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Baseline	F1-Score	0.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Seq2Seq4ATE	F1-Score	0.8	—	Unverified