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Papers
A causal machine learning framework for pharmacovigilance signal detection in electronic health records: Drug-induced acute kidney injury
CLeaR 2026
Lived Experience Not Found: LLMs Struggle to Align with Experts on Addressing Adverse Drug Reactions from Psychiatric Medication Use
NAACL 2025
A Dataset for Pharmacovigilance in German, French, and Japanese: Annotating Adverse Drug Reactions across Languages
COLING 2024
Assessing Authenticity and Anonymity of Synthetic User-generated Content in the Medical Domain
EACL 2024
Overview of #SMM4H 2024 – Task 2: Cross-Lingual Few-Shot Relation Extraction for Pharmacovigilance in French, German, and Japanese
ACL 2024
Exploring Drug Switching in Patients: A Deep Learning-based Approach to Extract Drug Changes and Reasons from Social Media
ACL 2023
Learning to Describe for Predicting Zero-shot Drug-Drug Interactions
EMNLP 2023
CompLx@SMM4H’22: In-domain pretrained language models for detection of adverse drug reaction mentions in English tweets
COLING 2022
PHEE: A Dataset for Pharmacovigilance Event Extraction from Text
EMNLP 2022
PingAnTech at SMM4H task1: Multiple pre-trained model approaches for Adverse Drug Reactions
COLING 2022
View Distillation with Unlabeled Data for Extracting Adverse Drug Effects from User-Generated Data
NAACL 2021
Adverse Drug Reaction Detection in Twitter Using RoBERTa and Rules
COLING 2020
Autobots Ensemble: Identifying and Extracting Adverse Drug Reaction from Tweets Using Transformer Based Pipelines
COLING 2020
Detecting Emerging Symptoms of COVID-19 using Context-based Twitter Embeddings
EMNLP 2020
How Far Can We Go with Just Out-of-the-box BERT Models?
COLING 2020
Identifying Medication Abuse and Adverse Effects from Tweets: University of Michigan at #SMM4H 2020
COLING 2020
KFU NLP Team at SMM4H 2020 Tasks: Cross-lingual Transfer Learning with Pretrained Language Models for Drug Reactions
COLING 2020
Normalization of Long-tail Adverse Drug Reactions in Social Media
EMNLP 2020
Sentence Transformers and Bayesian Optimization for Adverse Drug Effect Detection from Twitter
COLING 2020
Want to Identify, Extract and Normalize Adverse Drug Reactions in Tweets? Use RoBERTa
COLING 2020
Adverse Drug Effect and Personalized Health Mentions, CLaC at SMM4H 2019, Tasks 1 and 4
ACL 2019
Approaching SMM4H with Merged Models and Multi-task Learning
ACL 2019
A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining
ACL 2019
BIGODM System in the Social Media Mining for Health Applications Shared Task 2019
ACL 2019
Clinical Judgement Study using Question Answering from Electronic Health Records
MLHC 2019