| HODDI: A Dataset of High-Order Drug-Drug Interactions for Computational Pharmacovigilance | Feb 10, 2025 | Pharmacovigilance | CodeCode Available | 1 |
| MALADE: Orchestration of LLM-powered Agents with Retrieval Augmented Generation for Pharmacovigilance | Aug 3, 2024 | PharmacovigilanceRetrieval | CodeCode Available | 1 |
| BioDEX: Large-Scale Biomedical Adverse Drug Event Extraction for Real-World Pharmacovigilance | May 22, 2023 | Event ExtractionPharmacovigilance | CodeCode Available | 1 |
| PHEE: A Dataset for Pharmacovigilance Event Extraction from Text | Oct 22, 2022 | Event ExtractionPharmacovigilance | CodeCode Available | 1 |
| From Theory to Practice: Real-World Use Cases on Trustworthy LLM-Driven Process Modeling, Prediction and Automation | Jun 4, 2025 | NavigatePharmacovigilance | —Unverified | 0 |
| GASCADE: Grouped Summarization of Adverse Drug Event for Enhanced Cancer Pharmacovigilance | May 7, 2025 | Abstractive Text SummarizationDecision Making | CodeCode Available | 0 |
| Crowdsourcing-Based Knowledge Graph Construction for Drug Side Effects Using Large Language Models with an Application on Semaglutide | Apr 6, 2025 | graph constructionPharmacovigilance | —Unverified | 0 |
| Task as Context Prompting for Accurate Medical Symptom Coding Using Large Language Models | Apr 3, 2025 | Pharmacovigilance | CodeCode Available | 0 |
| Ontology-based Semantic Similarity Measures for Clustering Medical Concepts in Drug Safety | Mar 26, 2025 | ClusteringPharmacovigilance | CodeCode Available | 0 |
| PVLens: Enhancing Pharmacovigilance Through Automated Label Extraction | Mar 26, 2025 | Pharmacovigilance | CodeCode Available | 0 |
| The Need for Guardrails with Large Language Models in Medical Safety-Critical Settings: An Artificial Intelligence Application in the Pharmacovigilance Ecosystem | Jul 1, 2024 | HallucinationPharmacovigilance | —Unverified | 0 |
| Improving Entity Recognition Using Ensembles of Deep Learning and Fine-tuned Large Language Models: A Case Study on Adverse Event Extraction from Multiple Sources | Jun 26, 2024 | Deep LearningEvent Extraction | —Unverified | 0 |
| Automating Pharmacovigilance Evidence Generation: Using Large Language Models to Produce Context-Aware SQL | Jun 15, 2024 | ChatbotDecision Making | —Unverified | 0 |
| Enhancing Adverse Drug Event Detection with Multimodal Dataset: Corpus Creation and Model Development | May 24, 2024 | Decision MakingEvent Detection | CodeCode Available | 0 |
| A Dataset for Pharmacovigilance in German, French, and Japanese: Annotating Adverse Drug Reactions across Languages | Mar 27, 2024 | ArticlesAttribute | CodeCode Available | 0 |
| Leveraging ChatGPT in Pharmacovigilance Event Extraction: An Empirical Study | Feb 24, 2024 | Data AugmentationEvent Extraction | CodeCode Available | 0 |
| Extensive Evaluation of Transformer-based Architectures for Adverse Drug Events Extraction | Jun 8, 2023 | Feature ImportancePharmacovigilance | CodeCode Available | 0 |
| The SocialDisNER shared task on detection of disease mentions in health-relevant content from social media: methods, evaluation, guidelines and corpora | Oct 1, 2022 | Knowledge GraphsPharmacovigilance | —Unverified | 0 |
| Increasing Adverse Drug Events extraction robustness on social media: case study on negation and speculation | Sep 6, 2022 | NegationPharmacovigilance | —Unverified | 0 |
| AI-based Approach for Safety Signals Detection from Social Networks: Application to the Levothyrox Scandal in 2017 on Doctissimo Forum | Feb 1, 2022 | PharmacovigilanceSemantic Similarity | —Unverified | 0 |
| Explainable Artificial Intelligence for Pharmacovigilance: What Features Are Important When Predicting Adverse Outcomes? | Dec 25, 2021 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | —Unverified | 0 |
| Validation and Transparency in AI systems for pharmacovigilance: a case study applied to the medical literature monitoring of adverse events | Dec 21, 2021 | ArticlesPharmacovigilance | —Unverified | 0 |
| A Pharmacovigilance Application of Social Media Mining: An Ensemble Approach for Automated Classification and Extraction of Drug Mentions in Tweets | Oct 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Overview of the Sixth Social Media Mining for Health Applications (#SMM4H) Shared Tasks at NAACL 2021 | Jun 1, 2021 | Binary ClassificationMulti-class Classification | —Unverified | 0 |
| Semi-Supervised Language Models for Identification of Personal Health Experiential from Twitter Data: A Case for Medication Effects | Jun 1, 2021 | PharmacovigilancePseudo Label | —Unverified | 0 |
| Improving Adverse Drug Event Extraction with SpanBERT on Different Text Typologies | May 19, 2021 | Event ExtractionPharmacovigilance | CodeCode Available | 0 |
| Investigating ADR mechanisms with knowledge graph mining and explainable AI | Dec 16, 2020 | Explainable ModelsGraph Mining | —Unverified | 0 |
| Overview of the Fifth Social Media Mining for Health Applications (#SMM4H) Shared Tasks at COLING 2020 | Dec 1, 2020 | Binary ClassificationEpidemiology | —Unverified | 0 |
| How Far Can We Go with Just Out-of-the-box BERT Models? | Dec 1, 2020 | PharmacovigilanceTask 2 | —Unverified | 0 |
| Identifying Personal Experience Tweets of Medication Effects Using Pre-trained RoBERTa Language Model and Its Updating | Nov 1, 2020 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Retrofitting Vector Representations of Adverse Event Reporting Data to Structured Knowledge to Improve Pharmacovigilance Signal Detection | Aug 7, 2020 | Pharmacovigilance | —Unverified | 0 |
| Detecting Adverse Drug Reactions from Twitter through Domain-Specific Preprocessing and BERT Ensembling | May 11, 2020 | Pharmacovigilance | —Unverified | 0 |
| Enhancing Pharmacovigilance with Drug Reviews and Social Media | Apr 18, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| A large-scale Twitter dataset for drug safety applications mined from publicly existing resources | Mar 31, 2020 | Pharmacovigilance | —Unverified | 0 |
| GNTeam at 2018 n2c2: Feature-augmented BiLSTM-CRF for drug-related entity recognition in hospital discharge summaries | Sep 23, 2019 | Entity Extraction using GANnamed-entity-recognition | CodeCode Available | 0 |
| Identification of Adverse Drug Reaction Mentions in Tweets -- SMM4H Shared Task 2019 | Aug 1, 2019 | Pharmacovigilance | —Unverified | 0 |
| A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining | Jul 1, 2019 | Multi-Task LearningPharmacovigilance | —Unverified | 0 |
| Handling temporality of clinical events with application to Adverse Drug Event detection in Electronic Health Records: A scoping review | Apr 9, 2019 | ArticlesEvent Detection | —Unverified | 0 |
| Did you take the pill? - Detecting Personal Intake of Medicine from Twitter | Aug 3, 2018 | ArticlesPharmacovigilance | —Unverified | 0 |
| #phramacovigilance - Exploring Deep Learning Techniques for Identifying Mentions of Medication Intake from Twitter | May 16, 2018 | Pharmacovigilance | —Unverified | 0 |
| Automated Detection of Adverse Drug Reactions in the Biomedical Literature Using Convolutional Neural Networks and Biomedical Word Embeddings | Apr 24, 2018 | PharmacovigilanceWord Embeddings | —Unverified | 0 |
| InfyNLP at SMM4H Task 2: Stacked Ensemble of Shallow Convolutional Neural Networks for Identifying Personal Medication Intake from Twitter | Mar 21, 2018 | General ClassificationPharmacovigilance | —Unverified | 0 |
| Multi-Task Pharmacovigilance Mining from Social Media Posts | Jan 19, 2018 | Pharmacovigilance | —Unverified | 0 |
| Drug–drug interaction extraction via hierarchical RNNs on sequence and shortest dependency paths | Oct 25, 2017 | Drug–drug Interaction ExtractionPharmacovigilance | —Unverified | 0 |
| Semi-Supervised Recurrent Neural Network for Adverse Drug Reaction Mention Extraction | Sep 6, 2017 | Pharmacovigilance | —Unverified | 0 |
| Interpreting Classifiers through Attribute Interactions in Datasets | Jul 24, 2017 | AttributeGeneral Classification | —Unverified | 0 |
| From narrative descriptions to MedDRA: automagically encoding adverse drug reactions | Dec 12, 2016 | Pharmacovigilance | —Unverified | 0 |
| Analysis of Twitter Data for Postmarketing Surveillance in Pharmacovigilance | Dec 1, 2016 | Language IdentificationPharmacovigilance | —Unverified | 0 |
| Data, tools and resources for mining social media drug chatter | Dec 1, 2016 | EpidemiologyGeneral Classification | —Unverified | 0 |
| Mining the Web for Pharmacovigilance: the Case Study of Duloxetine and Venlafaxine | Oct 8, 2016 | Pharmacovigilance | —Unverified | 0 |