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title: "Social Media Mining for Health Research and Applications"
description: "Social Media Mining for Health Research and Applications Workshop and Shared Tasks 2026 — accepted papers: 18 papers in the Elamur…"
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# 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](https://md.research.elamur.ai/free/en/countries/united-states/) · 🗓 July 2026

[**53** papers in the proceedings](#all) · [**18** works in our library](https://md.research.elamur.ai/free/en/venues/smm4h/2026/#works) · [**8** citations of these works](https://md.research.elamur.ai/free/en/venues/smm4h/2026/#works)

## 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 Notes](https://md.research.elamur.ai/free/en/papers/maity-2026-a3s-c-dac-smm4h-heard/)**Abhishek 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 ↗](https://aclanthology.org/2026.smm4h-1.39/)**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 ↗](https://aclanthology.org/2026.smm4h-1.8/)**Richard A. A. Jonker, Sérgio Matos
4. **[Beyond Lexical Similarity: Evaluating Faithfulness in LLM-Based Medical Question Reformulation ↗](https://aclanthology.org/2026.smm4h-1.16/)**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 Detection](https://md.research.elamur.ai/free/en/papers/pachori-2026-bhramastra-smm4h-heard-2026-multi/)**Bhaarat Pachori*our summary*
6. **[BioNLP at \#SMM4H-HeaRD 2026 Task 3 Estimating Flu Vaccine Effectiveness: A Temporal-Aware Fine-Tuning and Similarity-Based Few-Shot Prompting Approach](https://md.research.elamur.ai/free/en/papers/patularu-2026-bionlp-smm4h-heard-2026-task/)**Irina Patularu*our summary*
7. **[CUET_DiagNLP at \#SMM4H-HeaRD 2026: Per-Axis TNM Staging from Pathology Reports and Opioid Impact Span Detection from Social Media ↗](https://aclanthology.org/2026.smm4h-1.30/)**Shuva Dey, Priyangshu Barua, Mohammad Ashfak Habib
8. **[CaresAI at SMM4H-HeaRD 2026: Predicting TNM Staging ↗](https://aclanthology.org/2026.smm4h-1.32/)**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 ↗](https://aclanthology.org/2026.smm4h-1.40/)**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 ↗](https://aclanthology.org/2026.smm4h-1.36/)**Abir Dey, Mohammed Omar Faiaz, Muhammad Ibrahim Khan
11. **[DNT at \#SMM4H–HeaRD 2026: Leveraging BERT-based Encoders and LLMs for Medical Information Extraction](https://md.research.elamur.ai/free/en/papers/tien-2026-dnt-smm4h-heard-2026-leveraging/)**Doan Nhat Tien, Thìn Đặng Văn*our summary*
12. **[DT4H.nl at \#SMM4H-HeaRD 2026: Multilingual Clinical NER with multilingual and monolingual models ↗](https://aclanthology.org/2026.smm4h-1.14/)**Bram van Es
13. **[Discovery@FI at \#SMM4H–HeaRD 2026: Ensemble Character Classifier for Multilingual Clinical NER](https://md.research.elamur.ai/free/en/papers/zelina-2026-discovery-fi-smm4h-heard-2026/)**Petr Zelina, Vit Novacek*our summary*
14. **[Dr-BERT-NL at \#SMM4H–HeaRD 2026: DOKTERBERT – Ontology-Grounded Contextual Representations for Dutch Clinical NLP ↗](https://aclanthology.org/2026.smm4h-1.25/)**Gijs Danoe, Andreas Voss, Axel Hamprecht et al.
15. **[Enigma at \#SMM4H–HeaRD 2026: Leveraging Multilingual Pre-trained Models for Clinical Named Entity Recognition](https://md.research.elamur.ai/free/en/papers/vassileva-2026-enigma-smm4h-heard-2026-leveraging/)**Sylvia Vassileva, Plamena Ilieva, Teodor Svetoslavov Kostadinov et al.*our summary*
16. **[FU-HU-P5 at \#SMM4H-HeaRD 2026: MedSynth Dialogue-to-Note Generation ↗](https://aclanthology.org/2026.smm4h-1.38/)**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 Detection](https://md.research.elamur.ai/free/en/papers/singh-2026-gladiators-smm4h-heard-2026-multi/)**Ankit Kumar Singh*our summary*
18. **[GoBlueInformatics at \#SMM4H-HeaRD 2026: Long-Context Encoders and Generative Biomedical LLMs for Pathological TNM Stage Prediction](https://md.research.elamur.ai/free/en/papers/wei-2026-goblueinformatics-smm4h-heard-2026-long/)**Shangqing Wei*our summary*
19. **[HALELab-NITK at \#SMM4H-HeaRD2026: Inclusion of Feature Engineering for Detection of Patient Metadata in SARS-CoV2 Sequencing Articles ↗](https://aclanthology.org/2026.smm4h-1.35/)**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 ↗](https://aclanthology.org/2026.smm4h-1.21/)**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 ↗](https://aclanthology.org/2026.smm4h-1.29/)**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 ↗](https://aclanthology.org/2026.smm4h-1.12/)**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 ↗](https://aclanthology.org/2026.smm4h-1.42/)**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 ↗](https://aclanthology.org/2026.smm4h-1.10/)**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 ↗](https://aclanthology.org/2026.smm4h-1.3/)**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 →](https://md.research.elamur.ai/free/en/venues/smm4h/2026/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 Tasks](https://md.research.elamur.ai/free/en/papers/sharma-2026-blue-smm4h-heard-2026-class/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Krish Sharma, Rhea Singhal, Jatin Bedi*2026 · 2 citations*
2. **[URJC-Team at #SMM4H-HeaRD 2026: TNM Stage Extraction with a Regex-LLM Workflow](https://md.research.elamur.ai/free/en/papers/madrueno-2026-urjc-team-smm4h-heard-2026/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Natalia 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)](https://md.research.elamur.ai/free/en/papers/pradhan-2026-medmind-ai-smm4h-heard-2026/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Aatish Pradhan, Brian M. Habersberger*2026 · 1 citation*
4. **[Parallia at #SMM4H-HeaRD 2026: ClinicalAligner26AM: A Cross-Lingual Aligner for Dataset Translation; Evidences from the MultiClinCorpus Shared Task](https://md.research.elamur.ai/free/en/papers/remy-2026-parallia-smm4h-heard-2026-clinicalaligner26am/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**François Remy*2026 · 1 citation*
5. **[Enigma at #SMM4H–HeaRD 2026: Leveraging Multilingual Pre-trained Models for Clinical Named Entity Recognition](https://md.research.elamur.ai/free/en/papers/vassileva-2026-enigma-smm4h-heard-2026-leveraging/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Sylvia 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 Prediction](https://md.research.elamur.ai/free/en/papers/wei-2026-goblueinformatics-smm4h-heard-2026-long/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Shangqing Wei*2026 · 1 citation*
7. **[Discovery@FI at #SMM4H–HeaRD 2026: Ensemble Character Classifier for Multilingual Clinical NER](https://md.research.elamur.ai/free/en/papers/zelina-2026-discovery-fi-smm4h-heard-2026/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Petr Zelina, Vit Novacek*2026 · 1 citation*
8. **[Understanding the Sociocultural Dimensions of Mental Health Discourse in Arabic X Communities](https://md.research.elamur.ai/free/en/papers/alqahtani-2026-understanding-sociocultural-dimensions-mental-health/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Amal Abdullah Alqahtani, Rana Aref Salama, Mona T. Diab*2026*
9. **[A3S@C-DAC at #SMM4H-HeaRD 2026: Reasoning Meets Evidence: LLMs for Interpretable Insomnia Detection with Evidence Extraction in Clinical Notes](https://md.research.elamur.ai/free/en/papers/maity-2026-a3s-c-dac-smm4h-heard/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Abhishek 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 Notes](https://md.research.elamur.ai/free/en/papers/naskar-2026-novicetrio-smm4h-heard-2026-hybrid/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Abir Naskar, Mike Conway*2026*
11. **[Bhramastra at #SMM4H-HeaRD 2026: A Multi-Stage Hunter-Judge Pipeline using DSPy-Optimized LLMs for Multilingual ADE Detection](https://md.research.elamur.ai/free/en/papers/pachori-2026-bhramastra-smm4h-heard-2026-multi/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Bhaarat Pachori*2026*
12. **[BioNLP at #SMM4H-HeaRD 2026 Task 3 Estimating Flu Vaccine Effectiveness: A Temporal-Aware Fine-Tuning and Similarity-Based Few-Shot Prompting Approach](https://md.research.elamur.ai/free/en/papers/patularu-2026-bionlp-smm4h-heard-2026-task/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Irina Patularu*2026*
13. **[SINAI at #SMM4H–HeaRD 2026: Multilingual Clinical NER with MrBERT-biomed and Optuna Hyperparameter Optimization](https://md.research.elamur.ai/free/en/papers/pinar-2026-sinai-smm4h-heard-2026-multilingual/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Lucas Molino Piñar, Manuel Carlos Diaz-Galiano, María-Teresa Martín-Valdivia*2026*
14. **[NU_DeepHealthNLP at #SMM4H-HeaRD 2026: Entity-Conditioned Generation and a Four-Stage Pipeline for Automated SOAP Note Generation](https://md.research.elamur.ai/free/en/papers/santhosh-2026-nu-deephealthnlp-smm4h-heard-2026/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Thanya Mysore Santhosh, Deahan Yu*2026*
15. **[Gladiators at #SMM4H–HeaRD 2026: Multi-Seed XLM-RoBERTa Ensemble with Focal Loss and Per-Language Threshold Optimization for Multilingual Adverse Drug Event Detection](https://md.research.elamur.ai/free/en/papers/singh-2026-gladiators-smm4h-heard-2026-multi/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Ankit Kumar Singh*2026*
16. **[DNT at #SMM4H–HeaRD 2026: Leveraging BERT-based Encoders and LLMs for Medical Information Extraction](https://md.research.elamur.ai/free/en/papers/tien-2026-dnt-smm4h-heard-2026-leveraging/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Doan Nhat Tien, Thìn Đặng Văn*2026*
17. **[MetaMiners at SMM4H-HeaRD 2026: A Semantic-Structural Knowledge-Enriched Ensemble for SARS-CoV-2 Metadata Identification](https://md.research.elamur.ai/free/en/papers/ursu-2026-metaminers-smm4h-heard-2026-semantic/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Claudia-Alexandra Ursu, Alecsandru-Florin Soare*2026*
18. **[PEI at #SMM4H-HeaRD 2026: Enhancing Patient Metadata Detection via Hypothesis-Conditioned Classification and Paraphrase-Based Data Augmentation](https://md.research.elamur.ai/free/en/papers/zeidi-2026-pei-smm4h-heard-2026-enhancing/) [Social Media Mining for Health Research and Applications Workshop and Shared Tasks](https://md.research.elamur.ai/free/en/venues/smm4h/)**Farnaz 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)](https://md.research.elamur.ai/free/en/topics/multilingual-nlp/) · [Named entity recognition (3)](https://md.research.elamur.ai/free/en/topics/named-entity-recognition/) · [Language models & pretraining (3)](https://md.research.elamur.ai/free/en/topics/language-models/) · [Information extraction (2)](https://md.research.elamur.ai/free/en/topics/information-extraction/) · [Reasoning (2)](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Discourse analysis (1)](https://md.research.elamur.ai/free/en/topics/discourse-analysis/) · [Semitic languages (1)](https://md.research.elamur.ai/free/en/topics/semitic-languages/)

## Fields

[Computer Science (18)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities (13)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Biochemistry, Genetics and Molecular Biology (9)](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/) · [Psychology (7)](https://md.research.elamur.ai/free/en/shelves/psychology/) · [Pharmacology, Toxicology and Pharmaceutics (3)](https://md.research.elamur.ai/free/en/shelves/pharmacology-toxicology-and-pharmaceutics/)

## Top authors

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

[🧑‍🔬**Jatin Bedi**1 work here · 2 citations](https://md.research.elamur.ai/free/en/authors/jatin-bedi/) · [🧑‍🔬**Krish Sharma**1 work here · 2 citations](https://md.research.elamur.ai/free/en/authors/krish-sharma/) · [🧑‍🔬**Rhea Singhal**1 work here · 2 citations](https://md.research.elamur.ai/free/en/authors/rhea-singhal/) · [🧑‍🔬**François Remy**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/francois-remy/) · [🧑‍🔬**Ivan Koychev**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/ivan-koychev/) · [🧑‍🔬**Soto Montalvo**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/soto-montalvo/) · [🧑‍🔬**Abir Naskar**1 work here](https://md.research.elamur.ai/free/en/authors/abir-naskar/) · [🧑‍🔬**Lucas Molino-Piñar**1 work here](https://md.research.elamur.ai/free/en/authors/lucas-molino-pinar/) · [🧑‍🔬**Manuel Carlos Diaz Galiano**1 work here](https://md.research.elamur.ai/free/en/authors/manuel-carlos-diaz-galiano/) · [🧑‍🔬**María-Teresa Martín-Valdivia**1 work here](https://md.research.elamur.ai/free/en/authors/maria-teresa-martin-valdivia/) · [🧑‍🔬**Mike Conway**1 work here](https://md.research.elamur.ai/free/en/authors/mike-conway/) · [🧑‍🔬**Mona Diab**1 work here](https://md.research.elamur.ai/free/en/authors/mona-diab/)

## Top institutions

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

[🎓**University of Bucharest** Bucharest · Romania 2 works here](https://md.research.elamur.ai/free/en/universities/university-of-bucharest/) · [🎓**Vietnam National University Ho Chi Minh City** Ho Chi Minh City · Vietnam 1 work here](https://md.research.elamur.ai/free/en/universities/vietnam-national-university-ho-chi-minh-city/) · [🎓**Cairo University** Giza · Egypt 1 work here](https://md.research.elamur.ai/free/en/universities/cairo-university/) · [🎓**Thapar Institute of Engineering & Technology** Patiāla · India 1 work here](https://md.research.elamur.ai/free/en/universities/thapar-institute-of-engineering-technology/) · [🎓**The University of Melbourne** Melbourne · Australia 1 work here](https://md.research.elamur.ai/free/en/universities/the-university-of-melbourne/) · [🎓**Universidad de Jaén** Jaén · Spain 1 work here](https://md.research.elamur.ai/free/en/universities/universidad-de-jaen/) · [🎓**Masaryk University** Brno · Czechia 1 work here](https://md.research.elamur.ai/free/en/universities/masaryk-university/) · [🎓**University of Michigan** Ann Arbor · United States 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-michigan/) · [🎓**King Saud University** Riyadh · Saudi Arabia 1 work here](https://md.research.elamur.ai/free/en/universities/king-saud-university/) · [🎓**Sofia University "St. Kliment Ohridski"** Sofia · Bulgaria 1 work here](https://md.research.elamur.ai/free/en/universities/sofia-university-st-kliment-ohridski/) · [🎓**Carnegie Mellon University** Pittsburgh · United States 1 work here](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/)

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

- [← previous Social Media Mining for Health Research and Applications Workshop and Shared Tasks 2024](https://md.research.elamur.ai/free/en/venues/smm4h/2024/)
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