Augmenting Scientific Creativity with Retrieval across Knowledge Domains
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Abstract (arXiv)
Exposure to ideas in domains outside a scientist's own may benefit her in reformulating existing research problems in novel ways and discovering new application domains for existing solution ideas. While improved performance in scholarly search engines can help scientists efficiently identify relevant advances in domains they may already be familiar with, it may fall short of helping them explore diverse ideas textitoutside such domains. In this paper we explore the design of systems aimed at augmenting the end-user ability in cross-domain exploration with flexible query specification. To this end, we develop an exploratory search system in which end-users can select a portion of text core to their interest from a paper abstract and retrieve papers that have a high similarity to the user-selected core aspect but differ in terms of domains. Furthermore, end-users can `zoom in' to specific domain clusters to retrieve more papers from them and understand nuanced differences within the clusters. Our case studies with scientists uncover opportunities and design implications for systems aimed at facilitating cross-domain exploration and inspiration.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 18 of its 75 references that are in the map. First posted on arXiv 2 Jun 2022.
Builds on
18 of 75 references.
References · 18
- 2017Billion-scale similarity search with GPUscited by 2,477
- 2019SciBERT: A Pretrained Language Model for Scientific Textcited by 1,404
- 2020SPECTER: Document-level Representation Learning using Citation-informed Transformerscited by 426
- 2020Unsupervised Domain Clusters in Pretrained Language Modelscited by 160
- 2022Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddingscited by 75
- 2020Citation Recommendation: Approaches and Datasetscited by 36
- 2021Multi-Vector Models with Textual Guidance for Fine-Grained Scientific Document Similaritycited by 35
- 2017Accelerating Innovation Through Analogy Miningcited by 32
- 2022Augmenting Scientific Creativity with an Analogical Search Enginecited by 22
- 2020Aspect-based Document Similarity for Research Paperscited by 21
- 2021CSFCube -- A Test Collection of Computer Science Research Articles for Faceted Query by Examplecited by 19
- 2020Neural Embeddings of Scholarly Periodicals Reveal Complex Disciplinary Organizationscited by 16
6 more
- 2020SciSight: Combining faceted navigation and research group detection for COVID-19 exploratory scientific searchcited by 16
- 2021Bursting Scientific Filter Bubbles: Boosting Innovation via Novel Author Discoverycited by 13
- 2018Cross Domain Regularization for Neural Ranking Models Using Adversarial Learningcited by 10
- 2018Learning Disentangled Representations of Texts with Application to Biomedical Abstractscited by 9
- 2022From Who You Know to What You Read: Augmenting Scientific Recommendations with Implicit Social Networkscited by 9
- 2019Domain Adaptation for Enterprise Email Searchcited by 7
Built on by
Citing papers per year: 2023: 2; 2024: 2; 2025: 0; 2026: 3.
7 papers.
- 2024IdeaSynth: Iterative Research Idea Development Through Evolving and Composing Idea Facets with Literature-Grounded Feedbackcited by 40
- 2023CoQuest: Exploring Research Question Co-Creation with an LLM-based Agentcited by 34
- 2024PaperWeaver: Enriching Topical Paper Alerts by Contextualizing Recommended Papers with User-collected Paperscited by 18
- 2026DeepInnovator: Triggering the Innovative Capabilities of LLMscited by 4
- 2026Abduction Without a Body? Representational Grounding and the Abduction Loop for Scientific Hypothesis Generationcited by 2
- 2023How Data Scientists Review the Scholarly Literaturecited by 1
- 2026Same Problem, Different Field: Cross-Domain Solution Import via Domain-Stripped Computational Fingerprintscited by 0
- 2026Same Problem, Different Field: Cross-Domain Solution Import via Domain-Stripped Computational Fingerprints7 Sep 2026
- 2026Abduction Without a Body? Representational Grounding and the Abduction Loop for Scientific Hypothesis Generation3 Aug 2026
- 2026DeepInnovator: Triggering the Innovative Capabilities of LLMs21 Feb 2026
- 2024IdeaSynth: Iterative Research Idea Development Through Evolving and Composing Idea Facets with Literature-Grounded Feedback5 Oct 2024
- 2024PaperWeaver: Enriching Topical Paper Alerts by Contextualizing Recommended Papers with User-collected Papers5 Mar 2024
- 2023CoQuest: Exploring Research Question Co-Creation with an LLM-based Agent9 Oct 2023
- 2023How Data Scientists Review the Scholarly Literature10 Jan 2023