---
title: "Social Media Mining for Health Research and Applications"
description: "Social Media Mining for Health Research and Applications Workshop and Shared Tasks: 24 works in the Elamur Research library…"
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# Social Media Mining for Health Research and Applications Workshop and Shared Tasks

Workshop series Published by [Association for Computational Linguistics](https://md.research.elamur.ai/free/en/publishers/association-for-computational-linguistics/)

- [ACL Anthology](https://aclanthology.org/venues/smm4h/)

[**24** works in our library](https://md.research.elamur.ai/free/en/venues/smm4h/#works) · [**13** citations of these works](https://md.research.elamur.ai/free/en/venues/smm4h/#works) · [**11** citations in our library](https://md.research.elamur.ai/free/en/venues/smm4h/#works) · [**2020–2026** years of the works here](#years)

## Works by year

Works in our library by year 24 dated works from 2020 to 2026; the busiest year is 2026 with 19.

**The numbers**

| Year | Works |
| --- | --- |
| 2026 | 19 |
| 2024 | 3 |
| 2022 | 1 |
| 2020 | 1 |

## Editions

Each year with works in our library has its page: the place and dates where known, its works, topics, authors and institutions.

### 2020s

[**2026** 19 papers](https://md.research.elamur.ai/free/en/venues/smm4h/2026/) · [**2024** 3 papers](https://md.research.elamur.ai/free/en/venues/smm4h/2024/) · [**2022** 1 paper](https://md.research.elamur.ai/free/en/venues/smm4h/2022/) · [**2020** 1 paper](https://md.research.elamur.ai/free/en/venues/smm4h/2020/)

## 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/) · [English (5)](https://md.research.elamur.ai/free/en/topics/english/) · [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/) · [Dialogue systems (1)](https://md.research.elamur.ai/free/en/topics/dialogue-systems/) · [Semitic languages (1)](https://md.research.elamur.ai/free/en/topics/semitic-languages/)

## Fields

[Computer Science (23)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities (15)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Psychology (11)](https://md.research.elamur.ai/free/en/shelves/psychology/) · [Biochemistry, Genetics and Molecular Biology (10)](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/) · [Pharmacology, Toxicology and Pharmaceutics (4)](https://md.research.elamur.ai/free/en/shelves/pharmacology-toxicology-and-pharmaceutics/) · [Medicine (1)](https://md.research.elamur.ai/free/en/shelves/medicine/)

## 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/) · [🧑‍🔬**Azmine Toushik Wasi**1 work here](https://md.research.elamur.ai/free/en/authors/azmine-toushik-wasi/) · [🧑‍🔬**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/)

## 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/) · [🎓**National Institute of Technology Karnataka** Mangaluru · India 1 work here](https://md.research.elamur.ai/free/en/universities/national-institute-of-technology-karnataka/) · [🎓**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/) · [🎓**Shahjalal University of Science and Technology** Sylhet · Bangladesh 1 work here](https://md.research.elamur.ai/free/en/universities/shahjalal-university-of-science-and-technology/) · [🎓**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/)

## Works in our library (24)

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**Krish Sharma, Rhea Singhal, Jatin Bedi*2026 · 2 citations*
2. **[NLP@VCU: Identifying Adverse Effects in English Tweets for Unbalanced Data](https://md.research.elamur.ai/free/en/papers/mahendran-2020-nlp-vcu-identifying-adverse-effects/) Social Media Mining for Health Research and Applications Workshop and Shared Tasks**Darshini Mahendran, Cora Lewis, Bridget McInnes*2020 · 2 citations*
3. **[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**Natalia Madrueño, Jose Walter Hernández Pérez, Rubén R. Fernández, et al.*2026 · 1 citation*
4. **[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**Aatish Pradhan, Brian M. Habersberger*2026 · 1 citation*
5. **[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**François Remy*2026 · 1 citation*
6. **[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**Sylvia Vassileva, Plamena Ilieva, Teodor Svetoslavov Kostadinov, et al.*2026 · 1 citation*
7. **[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**Shangqing Wei*2026 · 1 citation*
8. **[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**Petr Zelina, Vit Novacek*2026 · 1 citation*
9. **[BIT@UA at #SMM4H 2024 Tasks 1 and 5: finding adverse drug events and children's medical disorders in English tweets](https://md.research.elamur.ai/free/en/papers/afonso-2024-bit-ua-smm4h-2024-tasks/) Social Media Mining for Health Research and Applications Workshop and Shared Tasks**Luís Carlos Afonso, João Rafael Almeida, Rui Antunes, et al.*2024 · 1 citation*
10. **[HaleLab_NITK@SMM4H'24: Binary classification of English tweets reporting children's medical disorders](https://md.research.elamur.ai/free/en/papers/mahajan-2024-halelab-nitk-smm4h-24-binary/) Social Media Mining for Health Research and Applications Workshop and Shared Tasks**Ritik Mahajan, Sowmya S.*2024 · 1 citation*
11. **[CompLx@SMM4H'22: In-domain pretrained language models for detection of adverse drug reaction mentions in English tweets](https://md.research.elamur.ai/free/en/papers/xherija-2022-complx-smm4h-22-domain-pretrained/) Social Media Mining for Health Research and Applications Workshop and Shared Tasks**Orest Xherija, Hojoon Choi*2022 · 1 citation*
12. **[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**Amal Abdullah Alqahtani, Rana Aref Salama, Mona T. Diab*2026*
13. **[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**Abhishek Maity, Amol Shinde, Abhishek Suresh Kushare, et al.*2026*
14. **[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**Abir Naskar, Mike Conway*2026*
15. **[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**Bhaarat Pachori*2026*
16. **[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**Irina Patularu*2026*
17. **[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**Lucas Molino Piñar, Manuel Carlos Diaz-Galiano, María-Teresa Martín-Valdivia*2026*
18. **[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**Thanya Mysore Santhosh, Deahan Yu*2026*
19. **[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**Ankit Kumar Singh*2026*
20. **[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**Doan Nhat Tien, Thìn Đặng Văn*2026*
21. **[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**Claudia-Alexandra Ursu, Alecsandru-Florin Soare*2026*
22. **[FU-HU-P5 at #SMM4H-HeaRD 2026: MedSynth Dialogue-to-Note Generation](https://md.research.elamur.ai/free/en/papers/wong-2026-fu-hu-p5-smm4h-heard/) Social Media Mining for Health Research and Applications Workshop and Shared Tasks**Jessica Ying En Wong*2026*
23. **[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**Farnaz Zeidi, Roman Christof, Farnoush Zeidi, et al.*2026*
24. **[DILAB at #SMM4H 2024: RoBERTa Ensemble for Identifying Children's Medical Disorders in English Tweets](https://md.research.elamur.ai/free/en/papers/wasi-2024-dilab-smm4h-2024-roberta-ensemble/) Social Media Mining for Health Research and Applications Workshop and Shared Tasks**Azmine Toushik Wasi, Sheikh Rahman*2024*

Venues, publishers and identifiers from OpenAlex (2026-10-14) and the ACL Anthology; yearly proceedings are counted as one series.