Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task

RACAI@SMM4H’22: Tweets Disease Mention Detection Using a Neural Lateral Inhibitory Mechanism Andrei-Marius Avram author Vasile Pais author Maria Mitrofan author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication avram-etal-2022-racai https://aclanthology.org/2022.smm4h-1.1/ 2022-10 1 3 PingAnTech at SMM4H task1: Multiple pre-trained model approaches for Adverse Drug Reactions Xi Liu author Han Zhou author Chang Su author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication liu-etal-2022-pingantech https://aclanthology.org/2022.smm4h-1.2/ 2022-10 4 6 dezzai@SMM4H’22: Tasks 5 & 10 - Hybrid models everywhere Miguel Ortega-Martín author Alfonso Ardoiz author Oscar Garcia author Jorge Álvarez author Adrián Alonso author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication ortega-martin-etal-2022-dezzai https://aclanthology.org/2022.smm4h-1.3/ 2022-10 7 10 zydhjh4593@SMM4H’22: A Generic Pre-trained BERT-based Framework for Social Media Health Text Classification Chenghao Huang author Xiaolu Chen author Yuxi Chen author Yutong Wu author Weimin Yuan author Yan Wang author Yanru Zhang author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication huang-etal-2022-zydhjh4593 https://aclanthology.org/2022.smm4h-1.4/ 2022-10 11 15 MANTIS at SMM4H’2022: Pre-Trained Language Models Meet a Suite of Psycholinguistic Features for the Detection of Self-Reported Chronic Stress Sourabh Zanwar author Daniel Wiechmann author Yu Qiao author Elma Kerz author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication zanwar-etal-2022-mantis https://aclanthology.org/2022.smm4h-1.5/ 2022-10 16 18 NLP-CIC-WFU at SocialDisNER: Disease Mention Extraction in Spanish Tweets Using Transfer Learning and Search by Propagation Antonio Tamayo author Alexander Gelbukh author Diego Burgos author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication tamayo-etal-2022-nlp https://aclanthology.org/2022.smm4h-1.6/ 2022-10 19 22 yiriyou@SMM4H’22: Stance and Premise Classification in Domain Specific Tweets with Dual-View Attention Neural Networks Huabin Yang author Zhongjian Zhang author Yanru Zhang author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication yang-etal-2022-yiriyou https://aclanthology.org/2022.smm4h-1.7/ 2022-10 23 26 SINAI@SMM4H’22: Transformers for biomedical social media text mining in Spanish Mariia Chizhikova author Pilar López-Úbeda author Manuel C Díaz-Galiano author L Alfonso Ureña-López author M Teresa Martín-Valdivia author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication chizhikova-etal-2022-sinai https://aclanthology.org/2022.smm4h-1.8/ 2022-10 27 30 BOUN-TABI@SMM4H’22: Text-to-Text Adverse Drug Event Extraction with Data Balancing and Prompting Gökçe Uludoğan author Zeynep Yirmibeşoğlu author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication uludogan-yirmibesoglu-2022-boun https://aclanthology.org/2022.smm4h-1.9/ 2022-10 31 34 uestcc@SMM4H’22: RoBERTa based Adverse Drug Events Classification on Tweets Chunchen Wei author Ran Bi author Yanru Zhang author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication wei-etal-2022-uestcc https://aclanthology.org/2022.smm4h-1.10/ 2022-10 35 37 Zhegu@SMM4H-2022: The Pre-training Tweet & Claim Matching Makes Your Prediction Better Pan He author Chen YuZe author Yanru Zhang author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication he-etal-2022-zhegu https://aclanthology.org/2022.smm4h-1.11/ 2022-10 38 41 MaNLP@SMM4H’22: BERT for Classification of Twitter Posts Keshav Kapur author Rajitha Harikrishnan author Sanjay Singh author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication kapur-etal-2022-manlp https://aclanthology.org/2022.smm4h-1.12/ 2022-10 42 43 John_Snow_Labs@SMM4H’22: Social Media Mining for Health (#SMM4H) with Spark NLP Veysel Kocaman author Cabir Celik author Damla Gurbaz author Gursev Pirge author Bunyamin Polat author Halil Saglamlar author Meryem Vildan Sarikaya author Gokhan Turer author David Talby author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication kocaman-etal-2022-john https://aclanthology.org/2022.smm4h-1.13/ 2022-10 44 47 READ-BioMed@SocialDisNER: Adaptation of an Annotation System to Spanish Tweets Antonio Jimeno Yepes author Karin Verspoor author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication jimeno-yepes-verspoor-2022-read https://aclanthology.org/2022.smm4h-1.14/ 2022-10 48 51 PLN CMM at SocialDisNER: Improving Detection of Disease Mentions in Tweets by Using Document-Level Features Matias Rojas author Jose Barros author Kinan Martin author Mauricio Araneda-Hernandez author Jocelyn Dunstan author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication rojas-etal-2022-pln https://aclanthology.org/2022.smm4h-1.15/ 2022-10 52 54 CLaCLab at SocialDisNER: Using Medical Gazetteers for Named-Entity Recognition of Disease Mentions in Spanish Tweets Harsh Verma author Parsa Bagherzadeh author Sabine Bergler author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication verma-etal-2022-claclab https://aclanthology.org/2022.smm4h-1.16/ 2022-10 55 57 CIC NLP at SMM4H 2022: a BERT-based approach for classification of social media forum posts Atnafu Lambebo Tonja author Olumide Ebenezer Ojo author Mohammed Arif Khan author Abdul Gafar Manuel Meque author Olga Kolesnikova author Grigori Sidorov author Alexander Gelbukh author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication tonja-etal-2022-cic https://aclanthology.org/2022.smm4h-1.17/ 2022-10 58 61 NCUEE-NLP@SMM4H’22: Classification of Self-reported Chronic Stress on Twitter Using Ensemble Pre-trained Transformer Models Tzu-Mi Lin author Chao-Yi Chen author Yu-Wen Tzeng author Lung-Hao Lee author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication lin-etal-2022-ncuee https://aclanthology.org/2022.smm4h-1.18/ 2022-10 62 64 BioInfo@UAVR@SMM4H’22: Classification and Extraction of Adverse Event mentions in Tweets using Transformer Models Edgar Morais author José Luis Oliveira author Alina Trifan author Olga Fajarda author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication morais-etal-2022-bioinfo https://aclanthology.org/2022.smm4h-1.19/ 2022-10 65 67 FRE at SocialDisNER: Joint Learning of Language Models for Named Entity Recognition Kendrick Cetina author Nuria García-Santa author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication cetina-garcia-santa-2022-fre https://aclanthology.org/2022.smm4h-1.20/ 2022-10 68 70 ITAINNOVA at SocialDisNER: A Transformers cocktail for disease identification in social media in Spanish Rosa Montañés-Salas author Irene López-Bosque author Luis García-Garcés author Rafael del-Hoyo-Alonso author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication montanes-salas-etal-2022-itainnova https://aclanthology.org/2022.smm4h-1.21/ 2022-10 71 74 mattica@SMM4H’22: Leveraging sentiment for stance & premise joint learning Oscar Lithgow-Serrano author Joseph Cornelius author Fabio Rinaldi author Ljiljana Dolamic author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication lithgow-serrano-etal-2022-mattica https://aclanthology.org/2022.smm4h-1.22/ 2022-10 75 77 KU_ED at SocialDisNER: Extracting Disease Mentions in Tweets Written in Spanish Antoine Lain author Wonjin Yoon author Hyunjae Kim author Jaewoo Kang author Ian Simpson author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication lain-etal-2022-ku https://aclanthology.org/2022.smm4h-1.23/ 2022-10 78 80 CHAAI@SMM4H’22: RoBERTa, GPT-2 and Sampling - An interesting concoction Christopher Palmer author Sedigheh Khademi Habibabadi author Muhammad Javed author Gerardo Luis Dimaguila author Jim Buttery author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication palmer-etal-2022-chaai https://aclanthology.org/2022.smm4h-1.24/ 2022-10 81 84 IAI @ SocialDisNER : Catch me if you can! Capturing complex disease mentions in tweets Aman Sinha author Cristina Garcia Holgado author Marianne Clausel author Matthieu Constant author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication sinha-etal-2022-iai https://aclanthology.org/2022.smm4h-1.25/ 2022-10 85 89 UCCNLP@SMM4H’22:Label distribution aware long-tailed learning with post-hoc posterior calibration applied to text classification Paul Trust author Provia Kadusabe author Ahmed Zahran author Rosane Minghim author Kizito Omala author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication trust-etal-2022-uccnlp https://aclanthology.org/2022.smm4h-1.26/ 2022-10 90 94 HaleLab_NITK@SMM4H’22: Adaptive Learning Model for Effective Detection, Extraction and Normalization of Adverse Drug Events from Social Media Data Reshma Unnikrishnan author Sowmya Kamath S author Ananthanarayana V. S. author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication unnikrishnan-etal-2022-halelab https://aclanthology.org/2022.smm4h-1.27/ 2022-10 95 97 Yet@SMM4H’22: Improved BERT-based classification models with Rdrop and PolyLoss Yan Zhuang author Yanru Zhang author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication zhuang-zhang-2022-yet https://aclanthology.org/2022.smm4h-1.28/ 2022-10 98 102 Fraunhofer FKIE @ SMM4H 2022: System Description for Shared Tasks 2, 4 and 9 Daniel Claeser author Samantha Kent author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication claeser-kent-2022-fraunhofer https://aclanthology.org/2022.smm4h-1.29/ 2022-10 103 107 Transformer-based classification of premise in tweets related to COVID-19 Vadim Porvatov author Natalia Semenova author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication porvatov-semenova-2022-transformer https://aclanthology.org/2022.smm4h-1.30/ 2022-10 108 110 Fraunhofer SIT@SMM4H’22: Learning to Predict Stances and Premises in Tweets related to COVID-19 Health Orders Using Generative Models Raphael Frick author Martin Steinebach author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication frick-steinebach-2022-fraunhofer https://aclanthology.org/2022.smm4h-1.31/ 2022-10 111 113 UB Health Miners@SMM4H’22: Exploring Pre-processing Techniques To Classify Tweets Using Transformer Based Pipelines. Roshan Khatri author Sougata Saha author Souvik Das author Rohini Srihari author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication khatri-etal-2022-ub https://aclanthology.org/2022.smm4h-1.32/ 2022-10 114 117 CSECU-DSG@SMM4H’22: Transformer based Unified Approach for Classification of Changes in Medication Treatments in Tweets and WebMD Reviews Afrin Sultana author Nihad Karim Chowdhury author Abu Nowshed Chy author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication sultana-etal-2022-csecu https://aclanthology.org/2022.smm4h-1.33/ 2022-10 118 122 Innovators @ SMM4H’22: An Ensembles Approach for self-reporting of COVID-19 Vaccination Status Tweets Mohammad Zohair author Nidhir Bhavsar author Aakash Bhatnagar author Muskaan Singh author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication zohair-etal-2022-innovators https://aclanthology.org/2022.smm4h-1.34/ 2022-10 123 125 Innovators@SMM4H’22: An Ensembles Approach for Stance and Premise Classification of COVID-19 Health Mandates Tweets Vatsal Savaliya author Aakash Bhatnagar author Nidhir Bhavsar author Muskaan Singh author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication savaliya-etal-2022-innovators https://aclanthology.org/2022.smm4h-1.35/ 2022-10 126 129 AILAB-Udine@SMM4H’22: Limits of Transformers and BERT Ensembles Beatrice Portelli author Simone Scaboro author Emmanuele Chersoni author Enrico Santus author Giuseppe Serra author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication portelli-etal-2022-ailab https://aclanthology.org/2022.smm4h-1.36/ 2022-10 130 134 AIR-JPMC@SMM4H’22: Classifying Self-Reported Intimate Partner Violence in Tweets with Multiple BERT-based Models Alec Louis Candidato author Akshat Gupta author Xiaomo Liu author Sameena Shah author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication candidato-etal-2022-air https://aclanthology.org/2022.smm4h-1.37/ 2022-10 135 137 ARGUABLY@SMM4H’22: Classification of Health Related Tweets using Ensemble, Zero-Shot and Fine-Tuned Language Model Prabsimran Kaur author Guneet Kohli author Jatin Bedi author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication kaur-etal-2022-arguably https://aclanthology.org/2022.smm4h-1.38/ 2022-10 138 142 CASIA@SMM4H’22: A Uniform Health Information Mining System for Multilingual Social Media Texts Jia Fu author Sirui Li author Hui Ming Yuan author Zhucong Li author Zhen Gan author Yubo Chen author Kang Liu author Jun Zhao author Shengping Liu author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication fu-etal-2022-casia-smm4h22 https://aclanthology.org/2022.smm4h-1.39/ 2022-10 143 147 Edinburgh_UCL_Health@SMM4H’22: From Glove to Flair for handling imbalanced healthcare corpora related to Adverse Drug Events, Change in medication and self-reporting vaccination Imane Guellil author Jinge Wu author Honghan Wu author Tony Sun author Beatrice Alex author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication guellil-etal-2022-edinburgh https://aclanthology.org/2022.smm4h-1.40/ 2022-10 148 152 KUL@SMM4H’22: Template Augmented Adaptive Pre-training for Tweet Classification Sumam Francis author Marie-Francine Moens author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication francis-moens-2022-kul https://aclanthology.org/2022.smm4h-1.41/ 2022-10 153 155 Enolp musk@SMM4H’22 : Leveraging Pre-trained Language Models for Stance And Premise Classification Millon Das author Archit Mangrulkar author Ishan Manchanda author Manav Kapadnis author Sohan Patnaik author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication das-etal-2022-enolp https://aclanthology.org/2022.smm4h-1.42/ 2022-10 156 159 AIR-JPMC@SMM4H’22: Identifying Self-Reported Spanish COVID-19 Symptom Tweets Through Multiple-Model Ensembling Adrian Garcia Hernandez author Leung Wai Liu author Akshat Gupta author Vineeth Ravi author Saheed O Obitayo author Xiaomo Liu author Sameena Shah author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication garcia-hernandez-etal-2022-air https://aclanthology.org/2022.smm4h-1.43/ 2022-10 160 162 AIR-JPMC@SMM4H’22: BERT + Ensembling = Too Cool: Using Multiple BERT Models Together for Various COVID-19 Tweet Identification Tasks Leung Wai Liu author Akshat Gupta author Saheed Obitayo author Xiaomo Liu author Sameena Shah author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication liu-etal-2022-air https://aclanthology.org/2022.smm4h-1.44/ 2022-10 163 167 CAISA@SMM4H’22: Robust Cross-Lingual Detection of Disease Mentions on Social Media with Adversarial Methods Akbar Karimi author Lucie Flek author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication karimi-flek-2022-caisa https://aclanthology.org/2022.smm4h-1.45/ 2022-10 168 170 OFU@SMM4H’22: Mining Advent Drug Events Using Pretrained Language Models Omar Adjali author Fréjus A A Laleye author Umang Aggarwal author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication adjali-etal-2022-ofu https://aclanthology.org/2022.smm4h-1.46/ 2022-10 171 175 CompLx@SMM4H’22: In-domain pretrained language models for detection of adverse drug reaction mentions in English tweets Orest Xherija author Hojoon Choi author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication xherija-choi-2022-complx https://aclanthology.org/2022.smm4h-1.47/ 2022-10 176 181 The SocialDisNER shared task on detection of disease mentions in health-relevant content from social media: methods, evaluation, guidelines and corpora Luis Gasco Sánchez author Darryl Estrada Zavala author Eulàlia Farré-Maduell author Salvador Lima-López author Antonio Miranda-Escalada author Martin Krallinger author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication gasco-sanchez-etal-2022-socialdisner https://aclanthology.org/2022.smm4h-1.48/ 2022-10 182 189 Romanian micro-blogging named entity recognition including health-related entities Vasile Pais author Verginica Barbu Mititelu author Elena Irimia author Maria Mitrofan author Carol Luca Gasan author Roxana Micu author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication pais-etal-2022-romanian https://aclanthology.org/2022.smm4h-1.49/ 2022-10 190 196 The Best of Both Worlds: Combining Engineered Features with Transformers for Improved Mental Health Prediction from Reddit Posts Sourabh Zanwar author Daniel Wiechmann author Yu Qiao author Elma Kerz author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication zanwar-etal-2022-best https://aclanthology.org/2022.smm4h-1.50/ 2022-10 197 202 Leveraging Social Media as a Source for Clinical Guidelines: A Demarcation of Experiential Knowledge Jia-Zhen Michelle Chan author Florian Kunneman author Roser Morante author Lea Lösch author Teun Zuiderent-Jerak author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication chan-etal-2022-leveraging https://aclanthology.org/2022.smm4h-1.51/ 2022-10 203 208 COVID-19-related Nepali Tweets Classification in a Low Resource Setting Rabin Adhikari author Safal Thapaliya author Nirajan Basnet author Samip Poudel author Aman Shakya author Bishesh Khanal author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication adhikari-etal-2022-covid https://aclanthology.org/2022.smm4h-1.52/ 2022-10 209 215 SMM4H 2022 Task 2: Dataset for stance and premise detection in tweets about health mandates related to COVID-19 Vera Davydova author Elena Tutubalina author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication davydova-tutubalina-2022-smm4h https://aclanthology.org/2022.smm4h-1.53/ 2022-10 216 220 Overview of the Seventh Social Media Mining for Health Applications (#SMM4H) Shared Tasks at COLING 2022 Davy Weissenbacher author Juan Banda author Vera Davydova author Darryl Estrada Zavala author Luis Gasco Sánchez author Yao Ge author Yuting Guo author Ari Klein author Martin Krallinger author Mathias Leddin author Arjun Magge author Raul Rodriguez-Esteban author Abeed Sarker author Lucia Schmidt author Elena Tutubalina author Graciela Gonzalez-Hernandez author 2022-10 text Proceedings of the Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task Graciela Gonzalez-Hernandez editor Davy Weissenbacher editor Association for Computational Linguistics Gyeongju, Republic of Korea conference publication weissenbacher-etal-2022-overview https://aclanthology.org/2022.smm4h-1.54/ 2022-10 221 241