mlsanityData to 14 Oct 2026

NLP-KG: A System for Exploratory Search of Scientific Literature in Natural Language Processing

arXiv 2406.15294 ↗First posted 21 Jun 2024cs.CLcited by 2

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Abstract (arXiv)

Scientific literature searches are often exploratory, whereby users are not yet familiar with a particular field or concept but are interested in learning more about it. However, existing systems for scientific literature search are typically tailored to keyword-based lookup searches, limiting the possibilities for exploration. We propose NLP-KG, a feature-rich system designed to support the exploration of research literature in unfamiliar natural language processing (NLP) fields. In addition to a semantic search, NLP-KG allows users to easily find survey papers that provide a quick introduction to a field of interest. Further, a Fields of Study hierarchy graph enables users to familiarize themselves with a field and its related areas. Finally, a chat interface allows users to ask questions about unfamiliar concepts or specific articles in NLP and obtain answers grounded in knowledge retrieved from scientific publications. Our system provides users with comprehensive exploration possibilities, supporting them in investigating the relationships between different fields, understanding unfamiliar concepts in NLP, and finding relevant research literature. Demo, video, and code are available at: https://github.com/NLP-Knowledge-Graph/NLP-KG-WebApp.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 12 of its 27 references that are in the map. First posted on arXiv 21 Jun 2024.

Builds on

12 of 27 references.

References · 12

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  2. 2019SciBERT: A Pretrained Language Model for Scientific Textcited by 1,414
  3. 2023Large Language Models for Information Retrieval: A Surveycited by 331
  4. 2018Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Constructioncited by 322
  5. 2022SciRepEval: A Multi-Format Benchmark for Scientific Document Representationscited by 129
  6. 2023The Semantic Scholar Open Data Platformcited by 118
  7. 2022Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddingscited by 75
  8. 2018A Web-scale system for scientific knowledge explorationcited by 39
  9. 2019NLPExplorer: Exploring the Universe of NLP Paperscited by 8
  10. 2020NLP Scholar: An Interactive Visual Explorer for Natural Language Processing Literaturecited by 8
  11. 2023Exploring the Landscape of Natural Language Processing Researchcited by 7
  12. 2018CL Scholar: The ACL Anthology Knowledge Graph Minercited by 3

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Cited by year

Citing papers per year: 2024: 1; 2025: 1.

2 papers.