📰 Social Media Mining for Health Research and Applications Workshop and Shared Tasks 2026 — accepted papers

Social Media Mining for Health Research and Applications Workshop and Shared Tasks 2026 is the 2026 edition of the Social Media Mining for Health Research and Applications Workshop and Shared Tasks, held in San Diego, United States, July 2026 (publisher: Association for Computational Linguistics). The ACL Anthology lists 53 papers of it; our library holds 18 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 San Diego, United States · 🗓 July 2026

All accepted papers (53)

The most cited first; 18 with our summary link to their page here, the others to the original.

1. A3S@C-DAC at \#SMM4H-HeaRD 2026: Reasoning Meets Evidence: LLMs for Interpretable Insomnia Detection with Evidence Extraction in Clinical NotesAbhishek Maity, Amol Shinde, Abhishek Suresh Kushare et al.our summary
2. ACSS-PSL at \#SMM4H-HeaRD 2026: An LLM-Driven Autoresearch Loop for Opioid-Impact NER ↗Olivier Caron, Bruno Chaves Ferreira, Christophe Benavent
3. BIT.UA at \#SMM4H–HeaRD 2026: Towards Multi-Class Multilingual Clinical Entity Recognition with Multi-Head CRF Ensembles ↗Richard A. A. Jonker, Sérgio Matos
4. Beyond Lexical Similarity: Evaluating Faithfulness in LLM-Based Medical Question Reformulation ↗Md Rabiul Hasan, Aleka Melese Ayalew, Mourad Oussalah
5. Bhramastra at \#SMM4H-HeaRD 2026: A Multi-Stage Hunter-Judge Pipeline using DSPy-Optimized LLMs for Multilingual ADE DetectionBhaarat Pachoriour summary
6. BioNLP at \#SMM4H-HeaRD 2026 Task 3 Estimating Flu Vaccine Effectiveness: A Temporal-Aware Fine-Tuning and Similarity-Based Few-Shot Prompting ApproachIrina Patularuour summary
7. CUET_DiagNLP at \#SMM4H-HeaRD 2026: Per-Axis TNM Staging from Pathology Reports and Opioid Impact Span Detection from Social Media ↗Shuva Dey, Priyangshu Barua, Mohammad Ashfak Habib
8. CaresAI at SMM4H-HeaRD 2026: Predicting TNM Staging ↗Joseph Itopa Abubakar, Jorge Jarme, Favour Igwezeke et al.
9. Creative Catalysts at \#SMM4H-HeaRD 2026: XLM-RoBERTa for Task 1 Binary Classification of Social Media Posts Containing Adverse Drug Events ↗Radja Afren, Hichem Rahab, Imane Guellil
10. Cuet_Data_Wizards at \#SMM4H-HeaRD 2026: Multilingual ADE Detection and Influenza Vaccine Effectiveness Estimation from Social Media ↗Abir Dey, Mohammed Omar Faiaz, Muhammad Ibrahim Khan
11. DNT at \#SMM4H–HeaRD 2026: Leveraging BERT-based Encoders and LLMs for Medical Information ExtractionDoan Nhat Tien, Thìn Đặng Vănour summary
12. DT4H.nl at \#SMM4H-HeaRD 2026: Multilingual Clinical NER with multilingual and monolingual models ↗Bram van Es
13. Discovery@FI at \#SMM4H–HeaRD 2026: Ensemble Character Classifier for Multilingual Clinical NERPetr Zelina, Vit Novacekour summary
14. Dr-BERT-NL at \#SMM4H–HeaRD 2026: DOKTERBERT – Ontology-Grounded Contextual Representations for Dutch Clinical NLP ↗Gijs Danoe, Andreas Voss, Axel Hamprecht et al.
15. Enigma at \#SMM4H–HeaRD 2026: Leveraging Multilingual Pre-trained Models for Clinical Named Entity RecognitionSylvia Vassileva, Plamena Ilieva, Teodor Svetoslavov Kostadinov et al.our summary
16. FU-HU-P5 at \#SMM4H-HeaRD 2026: MedSynth Dialogue-to-Note Generation ↗Jessica Ying En Wong
17. Gladiators at \#SMM4H–HeaRD 2026: Multi-Seed XLM-RoBERTa Ensemble with Focal Loss and Per-Language Threshold Optimization for Multilingual Adverse Drug Event DetectionAnkit Kumar Singhour summary
18. GoBlueInformatics at \#SMM4H-HeaRD 2026: Long-Context Encoders and Generative Biomedical LLMs for Pathological TNM Stage PredictionShangqing Weiour summary
19. HALELab-NITK at \#SMM4H-HeaRD2026: Inclusion of Feature Engineering for Detection of Patient Metadata in SARS-CoV2 Sequencing Articles ↗Aakarsh Bansal, Abhishek Srinivas, Sowmya Kamath S.
20. ICB-UMA at \#SMM4H–HeaRD 2026: Hybrid Clinical Entity Projection for MultiClinAI: Adaptive Candidate Windows, XGBoost, and LLM Refinement ↗Alvaro Rey-Blanes, Sara Giménez-Gómez, Francisco J. Veredas et al.
21. IITPatna_ADE at \#SMM4H-HeaRD 2026: Multilingual Adverse Drug Event Detection with LoRA-XLM-RoBERTa, Cross-Fold Ensembles, and Post-hoc Calibration ↗Sofia Jamil, Manish Singh, Harshal Dharpure et al.
22. In2Lab-TNT at \#SMM4H-HeaRD 2026: An Application of QTT's Terminological Entanglement to Leverage Insomnia Detection in Clinical Notes ↗Antonio Tamayo-Herrera, Giovanny Díaz-Laínes, Carlos Mario Pérez-Pérez et al.
23. Infimobius at \#SMM4H-HeaRD 2026: Multi-Seed DeBERTa Ensemble for Flu Vaccination and Testing Status Classification ↗Pradyumn Kejriwal, Suhani Singh Charan, Raksha Sharma et al.
24. LLATMU at \#SMM4H-HeaRD 2026: Clinical Text Structuring with QLoRA-based Generation and Partial-Label TNM Classification ↗Eric Hsiao, Min-Hsuan Ku, Hsuan-Lei Shao
25. LSI_UNED at \#SMM4H–HeaRD 2026: Grid-Based Biomedical Named Entity Recognition Across Languages and Entity Types ↗Alicia Ramirez-Arrabe, Juan Martinez-Romo, Andres Duque

See all 53 papers in Social Media Mining for Health Research and Applications Workshop and Shared Tasks 2026 — accepted papers →

📄 Papers with our summary in our library (18)

The most cited first (OpenAlex citations plus our library's).

1. blue at SMM4H-HeaRD 2026: Class-Weighted Transformer Ensembles with Structured Decoding and Chain-of-Thought Blending across Six Health NLP Shared TasksSocial Media Mining for Health Research and Applications Workshop and Shared TasksKrish Sharma, Rhea Singhal, Jatin Bedi2026 · 2 citations
2. URJC-Team at #SMM4H-HeaRD 2026: TNM Stage Extraction with a Regex-LLM WorkflowSocial Media Mining for Health Research and Applications Workshop and Shared TasksNatalia Madrueño, Jose Walter Hernández Pérez, Rubén R. Fernández, et al.2026 · 1 citation
3. MedMind AI at #SMM4H-HeaRD 2026: Data Extraction and Generation Using Prompt Engineering and Structured Outputs (Tasks 1–6)Social Media Mining for Health Research and Applications Workshop and Shared TasksAatish Pradhan, Brian M. Habersberger2026 · 1 citation
4. Parallia at #SMM4H-HeaRD 2026: ClinicalAligner26AM: A Cross-Lingual Aligner for Dataset Translation; Evidences from the MultiClinCorpus Shared TaskSocial Media Mining for Health Research and Applications Workshop and Shared TasksFrançois Remy2026 · 1 citation
5. Enigma at #SMM4H–HeaRD 2026: Leveraging Multilingual Pre-trained Models for Clinical Named Entity RecognitionSocial Media Mining for Health Research and Applications Workshop and Shared TasksSylvia Vassileva, Plamena Ilieva, Teodor Svetoslavov Kostadinov, et al.2026 · 1 citation
6. GoBlueInformatics at #SMM4H-HeaRD 2026: Long-Context Encoders and Generative Biomedical LLMs for Pathological TNM Stage PredictionSocial Media Mining for Health Research and Applications Workshop and Shared TasksShangqing Wei2026 · 1 citation
7. Discovery@FI at #SMM4H–HeaRD 2026: Ensemble Character Classifier for Multilingual Clinical NERSocial Media Mining for Health Research and Applications Workshop and Shared TasksPetr Zelina, Vit Novacek2026 · 1 citation
8. Understanding the Sociocultural Dimensions of Mental Health Discourse in Arabic X CommunitiesSocial Media Mining for Health Research and Applications Workshop and Shared TasksAmal Abdullah Alqahtani, Rana Aref Salama, Mona T. Diab2026
9. A3S@C-DAC at #SMM4H-HeaRD 2026: Reasoning Meets Evidence: LLMs for Interpretable Insomnia Detection with Evidence Extraction in Clinical NotesSocial Media Mining for Health Research and Applications Workshop and Shared TasksAbhishek Maity, Amol Shinde, Abhishek Suresh Kushare, et al.2026
10. NoviceTrio in #SMM4H-HeaRD 2026: Hybrid Clinical Transformer Ensembles for Insomnia Detection and Evidence Extraction from Clinical NotesSocial Media Mining for Health Research and Applications Workshop and Shared TasksAbir Naskar, Mike Conway2026
11. Bhramastra at #SMM4H-HeaRD 2026: A Multi-Stage Hunter-Judge Pipeline using DSPy-Optimized LLMs for Multilingual ADE DetectionSocial Media Mining for Health Research and Applications Workshop and Shared TasksBhaarat Pachori2026
12. BioNLP at #SMM4H-HeaRD 2026 Task 3 Estimating Flu Vaccine Effectiveness: A Temporal-Aware Fine-Tuning and Similarity-Based Few-Shot Prompting ApproachSocial Media Mining for Health Research and Applications Workshop and Shared TasksIrina Patularu2026
13. SINAI at #SMM4H–HeaRD 2026: Multilingual Clinical NER with MrBERT-biomed and Optuna Hyperparameter OptimizationSocial Media Mining for Health Research and Applications Workshop and Shared TasksLucas Molino Piñar, Manuel Carlos Diaz-Galiano, María-Teresa Martín-Valdivia2026
14. NU_DeepHealthNLP at #SMM4H-HeaRD 2026: Entity-Conditioned Generation and a Four-Stage Pipeline for Automated SOAP Note GenerationSocial Media Mining for Health Research and Applications Workshop and Shared TasksThanya Mysore Santhosh, Deahan Yu2026
15. Gladiators at #SMM4H–HeaRD 2026: Multi-Seed XLM-RoBERTa Ensemble with Focal Loss and Per-Language Threshold Optimization for Multilingual Adverse Drug Event DetectionSocial Media Mining for Health Research and Applications Workshop and Shared TasksAnkit Kumar Singh2026
16. DNT at #SMM4H–HeaRD 2026: Leveraging BERT-based Encoders and LLMs for Medical Information ExtractionSocial Media Mining for Health Research and Applications Workshop and Shared TasksDoan Nhat Tien, Thìn Đặng Văn2026
17. MetaMiners at SMM4H-HeaRD 2026: A Semantic-Structural Knowledge-Enriched Ensemble for SARS-CoV-2 Metadata IdentificationSocial Media Mining for Health Research and Applications Workshop and Shared TasksClaudia-Alexandra Ursu, Alecsandru-Florin Soare2026
18. PEI at #SMM4H-HeaRD 2026: Enhancing Patient Metadata Detection via Hypothesis-Conditioned Classification and Paraphrase-Based Data AugmentationSocial Media Mining for Health Research and Applications Workshop and Shared TasksFarnaz Zeidi, Roman Christof, Farnoush Zeidi, et al.2026

🧭 Top topics

Topics of its works in our library, with the number of works on each.

🌍Multilingual & cross-lingual NLP (6)🏷️Named entity recognition (3)🧠Language models & pretraining (3)🔎Information extraction (2)🧮Reasoning (2)🧵Discourse analysis (1)Semitic languages (1)

📚 Fields

🖥️Computer Science (18)🎭Arts and Humanities (13)🧬Biochemistry, Genetics and Molecular Biology (9)💭Psychology (7)💊Pharmacology, Toxicology and Pharmaceutics (3)

🧑‍🔬 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🏛️ Top institutions

Institutions on the bylines of its works here, by the number of works.

🎓University of BucharestBucharest · Romania2 works here🎓Vietnam National University Ho Chi Minh CityHo Chi Minh City · Vietnam1 work here🎓Cairo UniversityGiza · Egypt1 work here🎓Thapar Institute of Engineering & TechnologyPatiāla · India1 work here🎓The University of MelbourneMelbourne · Australia1 work here🎓Universidad de JaénJaén · Spain1 work here🎓Masaryk UniversityBrno · Czechia1 work here🎓University of MichiganAnn Arbor · United States1 work here🎓King Saud UniversityRiyadh · Saudi Arabia1 work here🎓Sofia University "St. Kliment Ohridski"Sofia · Bulgaria1 work here🎓Carnegie Mellon UniversityPittsburgh · United States1 work here

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

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