Interactive Extractive Search over Biomedical Corpora
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Abstract (arXiv)
We present a system that allows life-science researchers to search a linguistically annotated corpus of scientific texts using patterns over dependency graphs, as well as using patterns over token sequences and a powerful variant of boolean keyword queries. In contrast to previous attempts to dependency-based search, we introduce a light-weight query language that does not require the user to know the details of the underlying linguistic representations, and instead to query the corpus by providing an example sentence coupled with simple markup. Search is performed at an interactive speed due to efficient linguistic graph-indexing and retrieval engine. This allows for rapid exploration, development and refinement of user queries. We demonstrate the system using example workflows over two corpora: the PubMed corpus including 14,446,243 PubMed abstracts and the CORD-19 dataset, a collection of over 45,000 research papers focused on COVID-19 research. The system is publicly available at https://allenai.github.io/spike
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 7 Jun 2020.
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Citing papers per year: 2021: 4; 2022: 2; 2023: 3; 2024: 0; 2025: 1.
10 papers.
- 2022A Computational Inflection for Scientific Discoverycited by 22
- 2021CSFCube -- A Test Collection of Computer Science Research Articles for Faceted Query by Examplecited by 19
- 2021A Search Engine for Discovery of Scientific Challenges and Directionscited by 12
- 2022A Dataset for N-ary Relation Extraction of Drug Combinationscited by 9
- 2025Comparing the Framing Effect in Humans and LLMs on Naturally Occurring Textscited by 6
- 2021Use of Formal Ethical Reviews in NLP Literature: Historical Trends and Current Practicescited by 3
- 2021Neural Extractive Searchcited by 2
- 2023Two Kinds of Recallcited by 1
- 2023Descriptive Knowledge Graph in Biomedical Domaincited by 1
- 2023Hierarchy Builder: Organizing Textual Spans into a Hierarchy to Facilitate Navigationcited by 0
- 2025Comparing the Framing Effect in Humans and LLMs on Naturally Occurring Texts24 Feb 2025
- 2023Descriptive Knowledge Graph in Biomedical Domain18 Oct 2023
- 2023Hierarchy Builder: Organizing Textual Spans into a Hierarchy to Facilitate Navigation18 Sep 2023
- 2023Two Kinds of Recall19 Mar 2023
- 2022A Dataset for N-ary Relation Extraction of Drug Combinations4 May 2022
- 2022A Computational Inflection for Scientific Discovery4 May 2022
- 2021A Search Engine for Discovery of Scientific Challenges and Directions31 Aug 2021
- 2021Neural Extractive Search8 Jun 2021
- 2021Use of Formal Ethical Reviews in NLP Literature: Historical Trends and Current Practices2 Jun 2021
- 2021CSFCube -- A Test Collection of Computer Science Research Articles for Faceted Query by Example24 Mar 2021