Pharmacovigilance

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

17 shown of 17 papers with code (56 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.

• PVLens: Enhancing Pharmacovigilance Through Automated Label Extraction
  26 Mar 2025 2 repositories listed
  Reliable drug safety reference databases are essential for pharmacovigilance, yet existing resources like SIDER are outdated and static.
• A Dataset for Pharmacovigilance in German, French, and Japanese: Annotating Adverse Drug Reactions across Languages
  27 Mar 2024 2 repositories listed
  User-generated data sources have gained significance in uncovering Adverse Drug Reactions (ADRs), with an increasing number of discussions occurring in the digital world.
• GASCADE: Grouped Summarization of Adverse Drug Event for Enhanced Cancer Pharmacovigilance
  7 May 2025 1 repository listed
  In the realm of cancer treatment, summarizing adverse drug events (ADEs) reported by patients using prescribed drugs is crucial for enhancing pharmacovigilance practices and improving drug-related decision-making.
• Task as Context Prompting for Accurate Medical Symptom Coding Using Large Language Models
  3 Apr 2025 1 repository listed
  Accurate medical symptom coding from unstructured clinical text, such as vaccine safety reports, is a critical task with applications in pharmacovigilance and safety monitoring.
• Ontology-based Semantic Similarity Measures for Clustering Medical Concepts in Drug Safety
  26 Mar 2025 1 repository listed
  Semantic similarity measures (SSMs) are widely used in biomedical research but remain underutilized in pharmacovigilance.
• HODDI: A Dataset of High-Order Drug-Drug Interactions for Computational Pharmacovigilance
  10 Feb 2025 1 repository listed
  However, the scarcity of higher-order datasets that capture the combinatorial effects of multiple drugs severely limits progress in this field.
• MALADE: Orchestration of LLM-powered Agents with Retrieval Augmented Generation for Pharmacovigilance
  3 Aug 2024 1 repository listed
  This technique involves augmenting a query to an LLM with relevant information extracted from text resources, and instructing the LLM to compose a response consistent with the augmented data.
• Enhancing Adverse Drug Event Detection with Multimodal Dataset: Corpus Creation and Model Development
  24 May 2024 1 repository listed
  Additionally, we introduce a framework that leverages the capabilities of LLMs and VLMs for ADE detection by generating detailed descriptions of medical images depicting ADEs, aiding healthcare professionals in visually…
• Leveraging ChatGPT in Pharmacovigilance Event Extraction: An Empirical Study
  24 Feb 2024 1 repository listed
  With the advent of large language models (LLMs), there has been growing interest in exploring their potential for medical applications.
• Extensive Evaluation of Transformer-based Architectures for Adverse Drug Events Extraction
  8 Jun 2023 1 repository listed
  Adverse Event (ADE) extraction is one of the core tasks in digital pharmacovigilance, especially when applied to informal texts.
• BioDEX: Large-Scale Biomedical Adverse Drug Event Extraction for Real-World Pharmacovigilance
  22 May 2023 1 repository listed
  We introduce BioDEX, a large-scale resource for Biomedical adverse Drug Event Extraction, rooted in the historical output of drug safety reporting in the U.
• PHEE: A Dataset for Pharmacovigilance Event Extraction from Text
  22 Oct 2022 1 repository listed
  The primary goal of drug safety researchers and regulators is to promptly identify adverse drug reactions.
• Improving Adverse Drug Event Extraction with SpanBERT on Different Text Typologies
  19 May 2021 1 repository listed
  In recent years, Internet users are reporting Adverse Drug Events (ADE) on social media, blogs and health forums.
• Enhancing Pharmacovigilance with Drug Reviews and Social Media
  18 Apr 2020 1 repository listed
  This paper explores whether the use of drug reviews and social media could be leveraged as potential alternative sources for pharmacovigilance of adverse drug reactions (ADRs).
• GNTeam at 2018 n2c2: Feature-augmented BiLSTM-CRF for drug-related entity recognition in hospital discharge summaries
  23 Sep 2019 1 repository listed
  The recurrent neural networks that use the pre-trained domain-specific word embeddings and a CRF layer for label optimization perform drug, adverse event and related entities extraction with micro-averaged F1-score of…
• An Investigation of Recurrent Neural Architectures for Drug Name Recognition
  24 Sep 2016 1 repository listed
  Drug name recognition (DNR) is an essential step in the Pharmacovigilance (PV) pipeline.
• Bidirectional Recurrent Neural Networks for Medical Event Detection in Electronic Health Records
  25 Jun 2016 1 repository listed
  Sequence labeling for extraction of medical events and their attributes from unstructured text in Electronic Health Record (EHR) notes is a key step towards semantic understanding of EHRs.