Literature Mining

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

7 shown of 7 papers with code (24 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• A foundation model for human-AI collaboration in medical literature mining
  27 Jan 2025 1 repository listed
  Here, we present LEADS, an AI foundation model for study search, screening, and data extraction from medical literature.
• Learning the rules of peptide self-assembly through data mining with large language models
  8 Nov 2024 1 repository listed
  Peptides are ubiquitous and important biologically derived molecules, that have been found to self-assemble to form a wide array of structures.
• Ideological Orientation and Extremism Detection in Online Social Networking Sites: A Systematic Review
  28 Oct 2024 1 repository listed
  The rise of social networking sites has reshaped digital interactions, becoming fertile grounds for extremist ideologies, notably in the United States.
• Leveraging Social Determinants of Health in Alzheimer's Research Using LLM-Augmented Literature Mining and Knowledge Graphs
  4 Oct 2024 1 repository listed
  Growing evidence suggests that social determinants of health (SDoH), a set of nonmedical factors, affect individuals' risks of developing Alzheimer's disease (AD) and related dementias.
• DiMB-RE: Mining the Scientific Literature for Diet-Microbiome Associations
  29 Sep 2024 1 repository listed
  We fine-tuned and evaluated state-of-the-art NLP models for named entity, trigger, and relation extraction as well as factuality detection using DiMB-RE.
• SciQu: Accelerating Materials Properties Prediction with Automated Literature Mining for Self-Driving Laboratories
  11 Jul 2024 1 repository listed
  As a proof of concept, we predicted the refractive index of materials using data extracted from numerous research articles with SciQu, considering input descriptors such as space group, volume, and bandgap with Root…
• The unknown knowns: a graph-based approach for temporal COVID-19 literature mining
  23 Mar 2021 1 repository listed
  Originality/value To the authors’ knowledge, this is the first study to propose a holistic framework that includes encoding the scientific knowledge in a semantic graph, demonstrates an evolutionary examination of past…