Natural Language Processing for Information Extraction
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Abstract (arXiv)
With rise of digital age, there is an explosion of information in the form of news, articles, social media, and so on. Much of this data lies in unstructured form and manually managing and effectively making use of it is tedious, boring and labor intensive. This explosion of information and need for more sophisticated and efficient information handling tools gives rise to Information Extraction(IE) and Information Retrieval(IR) technology. Information Extraction systems takes natural language text as input and produces structured information specified by certain criteria, that is relevant to a particular application. Various sub-tasks of IE such as Named Entity Recognition, Coreference Resolution, Named Entity Linking, Relation Extraction, Knowledge Base reasoning forms the building blocks of various high end Natural Language Processing (NLP) tasks such as Machine Translation, Question-Answering System, Natural Language Understanding, Text Summarization and Digital Assistants like Siri, Cortana and Google Now. This paper introduces Information Extraction technology, its various sub-tasks, highlights state-of-the-art research in various IE subtasks, current challenges and future research directions.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Jul 2018.
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Citing papers per year: 2021: 3; 2022: 1; 2023: 1; 2024: 4; 2025: 4; 2026: 1.
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- 2024iText2KG: Incremental Knowledge Graphs Construction Using Large Language Modelscited by 11
- 2021Understanding Emails and Drafting Responses -- An Approach Using GPT-3cited by 10
- 2021Bangla Natural Language Processing: A Comprehensive Analysis of Classical, Machine Learning, and Deep Learning Based Methodscited by 8
- 2025MedKGent: A Large Language Model Agent Framework for Constructing Temporally Evolving Medical Knowledge Graphcited by 5
- 2024Event-Arguments Extraction Corpus and Modeling using BERT for Arabiccited by 3
- 2026Hippocampus: An Efficient and Scalable Memory Module for Agentic AIcited by 3
- 2023The Less the Merrier? Investigating Language Representation in Multilingual Modelscited by 2
- 2021Bib2Auth: Deep Learning Approach for Author Disambiguation using Bibliographic Datacited by 1
- 2022Facilitating automated conversion of scientific knowledge into scientific simulation models with the Machine Assisted Generation, Calibration, and Comparison (MAGCC) Frameworkcited by 1
- 2025Measuring and Mitigating Hallucinations in Vision-Language Dataset Generation for Remote Sensingcited by 1
- 2024A Question Answering Based Pipeline for Comprehensive Chinese EHR Information Extractioncited by 0
- 2024CEHA: A Dataset of Conflict Events in the Horn of Africacited by 0
- 2026Hippocampus: An Efficient and Scalable Memory Module for Agentic AI14 Feb 2026
- 2025MedKGent: A Large Language Model Agent Framework for Constructing Temporally Evolving Medical Knowledge Graph17 Aug 2025
- 2025Automated Generation of Precedence Graphs in Digital Value Chains for Automotive Production28 Apr 2025
- 2025Natural Language Processing for Electronic Health Records in Scandinavian Languages: Norwegian, Swedish, and Danish24 Mar 2025
- 2025Measuring and Mitigating Hallucinations in Vision-Language Dataset Generation for Remote Sensing24 Jan 2025
- 2024CEHA: A Dataset of Conflict Events in the Horn of Africa18 Dec 2024
- 2024iText2KG: Incremental Knowledge Graphs Construction Using Large Language Models5 Sep 2024
- 2024Event-Arguments Extraction Corpus and Modeling using BERT for Arabic30 Jul 2024
- 2024A Question Answering Based Pipeline for Comprehensive Chinese EHR Information Extraction17 Feb 2024
- 2023The Less the Merrier? Investigating Language Representation in Multilingual Models20 Oct 2023
- 2022Facilitating automated conversion of scientific knowledge into scientific simulation models with the Machine Assisted Generation, Calibration, and Comparison (MAGCC) Framework21 Apr 2022
- 2021Bib2Auth: Deep Learning Approach for Author Disambiguation using Bibliographic Data9 Jul 2021
- 2024iText2KG: Incremental Knowledge Graphs Construction Using Large Language Modelscited by 11
- 2021Understanding Emails and Drafting Responses -- An Approach Using GPT-3cited by 10
- 2021Bangla Natural Language Processing: A Comprehensive Analysis of Classical, Machine Learning, and Deep Learning Based Methodscited by 8
- 2024Event-Arguments Extraction Corpus and Modeling using BERT for Arabiccited by 3
- 2023The Less the Merrier? Investigating Language Representation in Multilingual Modelscited by 2
- 2021Bib2Auth: Deep Learning Approach for Author Disambiguation using Bibliographic Datacited by 1
- 2022Facilitating automated conversion of scientific knowledge into scientific simulation models with the Machine Assisted Generation, Calibration, and Comparison (MAGCC) Frameworkcited by 1
- 2024A Question Answering Based Pipeline for Comprehensive Chinese EHR Information Extractioncited by 0
- 2024CEHA: A Dataset of Conflict Events in the Horn of Africacited by 0
- 2025Natural Language Processing for Electronic Health Records in Scandinavian Languages: Norwegian, Swedish, and Danishcited by 0
- 2025Automated Generation of Precedence Graphs in Digital Value Chains for Automotive Productioncited by 0
- 2025Automated Generation of Precedence Graphs in Digital Value Chains for Automotive Production28 Apr 2025
- 2025Natural Language Processing for Electronic Health Records in Scandinavian Languages: Norwegian, Swedish, and Danish24 Mar 2025
- 2024CEHA: A Dataset of Conflict Events in the Horn of Africa18 Dec 2024
- 2024iText2KG: Incremental Knowledge Graphs Construction Using Large Language Models5 Sep 2024
- 2024Event-Arguments Extraction Corpus and Modeling using BERT for Arabic30 Jul 2024
- 2024A Question Answering Based Pipeline for Comprehensive Chinese EHR Information Extraction17 Feb 2024
- 2023The Less the Merrier? Investigating Language Representation in Multilingual Models20 Oct 2023
- 2022Facilitating automated conversion of scientific knowledge into scientific simulation models with the Machine Assisted Generation, Calibration, and Comparison (MAGCC) Framework21 Apr 2022
- 2021Bib2Auth: Deep Learning Approach for Author Disambiguation using Bibliographic Data9 Jul 2021
- 2021Bangla Natural Language Processing: A Comprehensive Analysis of Classical, Machine Learning, and Deep Learning Based Methods31 May 2021
- 2021Understanding Emails and Drafting Responses -- An Approach Using GPT-35 Feb 2021