Fish-bone diagram of research issue: Gain a bird's-eye view on a specific research topic
Not on the map. Why?
Abstract (arXiv)
Novice researchers often face difficulties in understanding a multitude of academic papers and grasping the fundamentals of a new research field. To solve such problems, the knowledge graph supporting research survey is gradually being developed. Existing keyword-based knowledge graphs make it difficult for researchers to deeply understand abstract concepts. Meanwhile, novice researchers may find it difficult to use ChatGPT effectively for research surveys due to their limited understanding of the research field. Without the ability to ask proficient questions that align with key concepts, obtaining desired and accurate answers from this large language model (LLM) could be inefficient. This study aims to help novice researchers by providing a fish-bone diagram that includes causal relationships, offering an overview of the research topic. The diagram is constructed using the issue ontology from academic papers, and it offers a broad, highly generalized perspective of the research field, based on relevance and logical factors. Furthermore, we evaluate the strengths and improvable points of the fish-bone diagram derived from this study's development pattern, emphasizing its potential as a viable tool for supporting research survey.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 7 of its 20 references that are in the map. First posted on arXiv 30 Apr 2024.
Builds on
7 of 20 references.
References · 7
- 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
- 2018HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answeringcited by 3,754
- 2023The Semantic Scholar Open Data Platformcited by 118
- 2020Building a PubMed knowledge graphcited by 38
- 2020What's New? Summarizing Contributions in Scientific Literaturecited by 9
- 2020Network visualizations with Pyvis and VisJScited by 8
- 2024Hierarchical Tree-structured Knowledge Graph For Academic Insight Surveycited by 3
Built on by
Citing papers per year: 2024: 1.
1 paper.