---
title: "Workshop on Linguistic Analysis for Health 2026 — accepted"
description: "Workshop on Linguistic Analysis for Health 2026 — accepted papers: 11 papers in the Elamur Research library (Rabat, Morocco), with our…"
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# Workshop on Linguistic Analysis for Health 2026 — accepted papers

Workshop on Linguistic Analysis for Health 2026 is the 2026 edition of the Workshop on Linguistic Analysis for Health, held in Rabat, Morocco, March 2026 (publisher: Association for Computational Linguistics). The ACL Anthology lists 28 papers of it; our library holds 11 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 Rabat, [Morocco](https://md.research.elamur.ai/free/en/countries/morocco/) · 🗓 March 2026

[**28** papers in the proceedings](#all) · [**11** works in our library](https://md.research.elamur.ai/free/en/venues/healing/2026/#works) · [**5** citations of these works](https://md.research.elamur.ai/free/en/venues/healing/2026/#works)

## Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. **[The Doctor Will Agree With You Now: Sycophancy of Large Language Models in Multi-Turn Medical Conversations ↗](https://aclanthology.org/2026.healing-1.2/)**Taeil Matthew Kim, Luyang Luo, Sung Eun Kim et al.*7 citations*
2. **[Almost Clinical: Linguistic properties of synthetic electronic health records](https://md.research.elamur.ai/free/en/papers/sharoff-2026-almost-clinical-linguistic-properties-synthetic/)**Serge Sharoff, John Baker, Dr David Francis Hunt et al.*1 citation · our summary*
3. **[An Enhanced Training-Free Pipeline for Entity Recognition and Linking: A Low-Resource Case Study – 20-th Century Historical Medical Texts](https://md.research.elamur.ai/free/en/papers/nguyen-2026-enhanced-training-free-pipeline-entity/)**Phu-Vinh Nguyen, Vera Danilova*1 citation · our summary*
4. **[Do Mixed-Vendor Multi-Agent LLMs Improve Clinical Diagnosis?](https://md.research.elamur.ai/free/en/papers/yuan-2026-do-mixed-vendor-multi-agent/)**Grace Chang Yuan, Xiaoman Zhang, Sung Eun Kim et al.*1 citation · our summary*
5. **[From Pain to Praise: Aspect-Based Sentiment Analysis for Norwegian Patient Feedback](https://md.research.elamur.ai/free/en/papers/storset-2026-pain-praise-aspect-based-sentiment/)**Lilja Charlotte Storset, Elma Jelin, Rebecka Maria Norman et al.*1 citation · our summary*

## All accepted papers (28)

The most cited first; 11 with our summary link to their page here, the others to the original.

1. **[The Doctor Will Agree With You Now: Sycophancy of Large Language Models in Multi-Turn Medical Conversations ↗](https://aclanthology.org/2026.healing-1.2/)**Taeil Matthew Kim, Luyang Luo, Sung Eun Kim et al.*7 citations*
2. **[Almost Clinical: Linguistic properties of synthetic electronic health records](https://md.research.elamur.ai/free/en/papers/sharoff-2026-almost-clinical-linguistic-properties-synthetic/)**Serge Sharoff, John Baker, Dr David Francis Hunt et al.*1 citation · our summary*
3. **[An Enhanced Training-Free Pipeline for Entity Recognition and Linking: A Low-Resource Case Study – 20-th Century Historical Medical Texts](https://md.research.elamur.ai/free/en/papers/nguyen-2026-enhanced-training-free-pipeline-entity/)**Phu-Vinh Nguyen, Vera Danilova*1 citation · our summary*
4. **[Do Mixed-Vendor Multi-Agent LLMs Improve Clinical Diagnosis?](https://md.research.elamur.ai/free/en/papers/yuan-2026-do-mixed-vendor-multi-agent/)**Grace Chang Yuan, Xiaoman Zhang, Sung Eun Kim et al.*1 citation · our summary*
5. **[From Pain to Praise: Aspect-Based Sentiment Analysis for Norwegian Patient Feedback](https://md.research.elamur.ai/free/en/papers/storset-2026-pain-praise-aspect-based-sentiment/)**Lilja Charlotte Storset, Elma Jelin, Rebecka Maria Norman et al.*1 citation · our summary*
6. **[A Graph-Augmented Liquid Neural Network for Extracting Food Hazards and Disease Outbreaks ↗](https://aclanthology.org/2026.healing-1.6/)**Tirthankar Dasgupta, Manjira Sinha, Sudeshna Jana et al.
7. **[A Multimodal Framework for Aphasia Severity Classification in Russian ↗](https://aclanthology.org/2026.healing-1.22/)**Kolmogorova Anastasia, Ekaterina Yavshitz, Anastasia Margolina et al.
8. **[Cross-Lingual Empirical Evaluation of Large Language Models for Arabic Medical Tasks](https://md.research.elamur.ai/free/en/papers/abouzahir-2026-cross-lingual-empirical-evaluation-large/)**Chaimae Abouzahir, Congbo Ma, Nizar Habash et al.*our summary*
9. **[Data Augmentation Based on Selective Masking of Language Models for One Health Context](https://md.research.elamur.ai/free/en/papers/mahdoubi-2026-data-augmentation-based-selective-masking/)**Youssef Mahdoubi, Najlae Idrissi, Mathieu Roche et al.*our summary*
10. **[Delayed Wh-Question Development in Children with Hearing Loss: Evidence for Morphosyntactic Vulnerability from Corpus-Based NLP and LLM Analyses](https://md.research.elamur.ai/free/en/papers/wu-2026-delayed-wh-question-development-children/)**Tong Wu*our summary*
11. **[DementiaBank-Emotion: A Multi-Rater Emotion Annotation Corpus for Alzheimer's Disease Speech (Version 1.0) ↗](https://aclanthology.org/2026.healing-1.28/)**Cheonkam Jeong, Jessica Liao, Audrey Lu et al.
12. **[Discourses of Prevention: A Multimodal Study of HPV Vaccination Campaigns in Italy ↗](https://aclanthology.org/2026.healing-1.3/)**Claudia Roberta Combei, Antonio Bianco, Elena Giribaldi et al.
13. **[Empathy as interactional accomplishment in clinical interactions with a conversational agent ↗](https://aclanthology.org/2026.healing-1.25/)**Spencer Hazel, Adam Brandt, Yajie Vera He et al.
14. **[Graph-Enhanced LLM Analysis of Multimodal Health Communities: A Computational Framework for Patient Discourse Understanding on TikTok ↗](https://aclanthology.org/2026.healing-1.9/)**Tawakalit Agboola, Oluwaseun Ajao
15. **[Importance of Prompt Optimisation for Error Detection in Medical Notes Using Language Models](https://md.research.elamur.ai/free/en/papers/myles-2026-importance-prompt-optimisation-error-detection/)**Craig Myles, Patrick Schrempf, David Harris-Birtill*our summary*
16. **[LLM Plug-ins Are Not a Free Lunch for Clinical Time-Series Prediction ↗](https://aclanthology.org/2026.healing-1.17/)**Juhwan Choi, Kwanhyung Lee, Sangchul Hahn et al.
17. **[Linguistic Blind Spots in Clinical Decision Extraction ↗](https://aclanthology.org/2026.healing-1.4/)**Mohamed Elgaar, Hadi Amiri
18. **[Linguistic Features Competitive with Bert! Leveraging Speech for Detection of Mental Health in Paediatric Lupus ↗](https://aclanthology.org/2026.healing-1.21/)**Jida Jaffan, Barend Beekhuizen, Andrea Knight
19. **[Mind Your Steps in Biomedical Named Entity Recognition: First Extract, Tag Afterwards](https://md.research.elamur.ai/free/en/papers/shlyk-2026-mind-your-steps-biomedical-named/)**Darya Shlyk, Stefano Montanelli, Marco Mesiti et al.*our summary*
20. **[Modulating Multi-Label Tendency in Zero-Shot LLM Coding: The Effect of Output Structure on CDSS Feedback Analysis ↗](https://aclanthology.org/2026.healing-1.14/)**Hyunwoo Choo, Sungsoo Hong
21. **[Normalizing Health Concepts with Biomedical Embedding and LLMs ↗](https://aclanthology.org/2026.healing-1.15/)**Iram Azam, Keyuan Jiang, Gordon Bernard
22. **[Position: Biomedical NLP Demands Specialization, Not Generalization](https://md.research.elamur.ai/free/en/papers/wasi-2026-position-biomedical-nlp-demands-specialization/)**Azmine Toushik Wasi*our summary*
23. **[Semantic Echo Pathways (SEP): Tracing How Medical Language Propagates and Transforms ↗](https://aclanthology.org/2026.healing-1.5/)**Charu Karakkaparambil James, Marcio Monteiro, Sophie Fellenz
24. **[StressRoBERTa: Cross-Condition Transfer Learning from Depression, Anxiety, and PTSD to Stress Detection ↗](https://aclanthology.org/2026.healing-1.27/)**Amal Abdullah Alqahtani, Efsun Kayi, Mona T. Diab
25. **[Towards Inclusive Communication in Cancer Prevention and Treatment: A Case Study on Italian Informational Materials ↗](https://aclanthology.org/2026.healing-1.24/)**Chiara Cassani, Luca Brigada Villa, Marco Forlano et al.

[See all 28 papers in Workshop on Linguistic Analysis for Health 2026 — accepted papers →](https://md.research.elamur.ai/free/en/venues/healing/2026/papers/)

## Papers with our summary in our library (11)

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

1. **[Cross-Lingual Empirical Evaluation of Large Language Models for Arabic Medical Tasks](https://md.research.elamur.ai/free/en/papers/abouzahir-2026-cross-lingual-empirical-evaluation-large/) [Workshop on Linguistic Analysis for Health](https://md.research.elamur.ai/free/en/venues/healing/)**Chaimae Abouzahir, Congbo Ma, Nizar Habash, et al.*2026 · 1 citation*
2. **[An Enhanced Training-Free Pipeline for Entity Recognition and Linking: A Low-Resource Case Study – 20-th Century Historical Medical Texts](https://md.research.elamur.ai/free/en/papers/nguyen-2026-enhanced-training-free-pipeline-entity/) [Workshop on Linguistic Analysis for Health](https://md.research.elamur.ai/free/en/venues/healing/)**Phu-Vinh Nguyen, Vera Danilova*2026 · 1 citation*
3. **[Almost Clinical: Linguistic properties of synthetic electronic health records](https://md.research.elamur.ai/free/en/papers/sharoff-2026-almost-clinical-linguistic-properties-synthetic/) [Workshop on Linguistic Analysis for Health](https://md.research.elamur.ai/free/en/venues/healing/)**Serge Sharoff, John Baker, Dr David Francis Hunt, et al.*2026 · 1 citation*
4. **[From Pain to Praise: Aspect-Based Sentiment Analysis for Norwegian Patient Feedback](https://md.research.elamur.ai/free/en/papers/storset-2026-pain-praise-aspect-based-sentiment/) [Workshop on Linguistic Analysis for Health](https://md.research.elamur.ai/free/en/venues/healing/)**Lilja Charlotte Storset, Elma Jelin, Rebecka Maria Norman, et al.*2026 · 1 citation*
5. **[Do Mixed-Vendor Multi-Agent LLMs Improve Clinical Diagnosis?](https://md.research.elamur.ai/free/en/papers/yuan-2026-do-mixed-vendor-multi-agent/) [Workshop on Linguistic Analysis for Health](https://md.research.elamur.ai/free/en/venues/healing/)**Grace Chang Yuan, Xiaoman Zhang, Sung Eun Kim, et al.*2026 · 1 citation*
6. **[Data Augmentation Based on Selective Masking of Language Models for One Health Context](https://md.research.elamur.ai/free/en/papers/mahdoubi-2026-data-augmentation-based-selective-masking/) [Workshop on Linguistic Analysis for Health](https://md.research.elamur.ai/free/en/venues/healing/)**Youssef Mahdoubi, Najlae Idrissi, Mathieu Roche, et al.*2026*
7. **[Tracking Autism Stigma in Italian Newspapers: A Longitudinal Analysis of Media Discourse (2016–2025)](https://md.research.elamur.ai/free/en/papers/martinelli-2026-tracking-autism-stigma-italian-newspapers/) [Workshop on Linguistic Analysis for Health](https://md.research.elamur.ai/free/en/venues/healing/)**Ginevra Martinelli, Chiara Barattieri di San Pietro, Daniela Ovadia, et al.*2026*
8. **[Importance of Prompt Optimisation for Error Detection in Medical Notes Using Language Models](https://md.research.elamur.ai/free/en/papers/myles-2026-importance-prompt-optimisation-error-detection/) [Workshop on Linguistic Analysis for Health](https://md.research.elamur.ai/free/en/venues/healing/)**Craig Myles, Patrick Schrempf, David Harris-Birtill*2026*
9. **[Mind Your Steps in Biomedical Named Entity Recognition: First Extract, Tag Afterwards](https://md.research.elamur.ai/free/en/papers/shlyk-2026-mind-your-steps-biomedical-named/) [Workshop on Linguistic Analysis for Health](https://md.research.elamur.ai/free/en/venues/healing/)**Darya Shlyk, Stefano Montanelli, Marco Mesiti, et al.*2026*
10. **[Position: Biomedical NLP Demands Specialization, Not Generalization](https://md.research.elamur.ai/free/en/papers/wasi-2026-position-biomedical-nlp-demands-specialization/) [Workshop on Linguistic Analysis for Health](https://md.research.elamur.ai/free/en/venues/healing/)**Toushik Wasi, Azmine*2026*
11. **[Delayed Wh-Question Development in Children with Hearing Loss: Evidence for Morphosyntactic Vulnerability from Corpus-Based NLP and LLM Analyses](https://md.research.elamur.ai/free/en/papers/wu-2026-delayed-wh-question-development-children/) [Workshop on Linguistic Analysis for Health](https://md.research.elamur.ai/free/en/venues/healing/)**Tong Wu*2026*

## Top topics

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

[Named entity recognition (2)](https://md.research.elamur.ai/free/en/topics/named-entity-recognition/) · [Language models & pretraining (2)](https://md.research.elamur.ai/free/en/topics/language-models/) · [Discourse analysis (1)](https://md.research.elamur.ai/free/en/topics/discourse-analysis/) · [Sentiment & emotion (1)](https://md.research.elamur.ai/free/en/topics/sentiment-emotion/) · [Multilingual & cross-lingual NLP (1)](https://md.research.elamur.ai/free/en/topics/multilingual-nlp/) · [Low-resource languages (1)](https://md.research.elamur.ai/free/en/topics/low-resource-languages/) · [Evaluation & benchmarks (1)](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Semitic languages (1)](https://md.research.elamur.ai/free/en/topics/semitic-languages/)

## Fields

[Arts and Humanities (8)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (8)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Medicine (6)](https://md.research.elamur.ai/free/en/shelves/medicine/) · [Biochemistry, Genetics and Molecular Biology (2)](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/) · [Psychology (2)](https://md.research.elamur.ai/free/en/shelves/psychology/) · [Health Professions (2)](https://md.research.elamur.ai/free/en/shelves/health-professions/) · [Neuroscience (1)](https://md.research.elamur.ai/free/en/shelves/neuroscience/) · [Social Sciences (1)](https://md.research.elamur.ai/free/en/shelves/social-sciences/)

## Top authors

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

[🧑‍🔬**Chaimae Abouzahir**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/chaimae-abouzahir/) · [🧑‍🔬**Congbo Ma**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/congbo-ma/) · [🧑‍🔬**Erik Velldal**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/erik-velldal/) · [🧑‍🔬**Farah E. Shamout**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/farah-e-shamout/) · [🧑‍🔬**Lilja Øvrelid**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/lilja-ovrelid/) · [🧑‍🔬**Nizar Habash**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/nizar-habash/) · [🧑‍🔬**Pranav Rajpurkar**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/pranav-rajpurkar/) · [🧑‍🔬**Serge Sharoff**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/serge-sharoff/) · [🧑‍🔬**Xiaoman Zhang**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/xiaoman-zhang/) · [🧑‍🔬**Chiara Barattieri Di San Pietro**1 work here](https://md.research.elamur.ai/free/en/authors/chiara-barattieri-di-san-pietro/) · [🧑‍🔬**Tong Wu**1 work here](https://md.research.elamur.ai/free/en/authors/tong-wu/) · [🧑‍🔬**Valentina Bambini**1 work here](https://md.research.elamur.ai/free/en/authors/valentina-bambini/)

## Top institutions

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

[🎓**New York University Abu Dhabi** Abu Dhabi · United Arab Emirates 1 work here](https://md.research.elamur.ai/free/en/universities/new-york-university-abu-dhabi/) · [🎓**Leiden University** Leiden · Netherlands 1 work here](https://md.research.elamur.ai/free/en/universities/leiden-university/) · [🎓**Uppsala University** Uppsala · Sweden 1 work here](https://md.research.elamur.ai/free/en/universities/uppsala-university/) · [🎓**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/) · [🎓**Harvard University** Cambridge · United States 1 work here](https://md.research.elamur.ai/free/en/universities/harvard-university/) · [🎓**King's College London** London · United Kingdom 1 work here](https://md.research.elamur.ai/free/en/universities/king-s-college-london/) · [🎓**University of Oslo** Oslo · Norway 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-oslo/) · [🎓**University of Milan** Milan · Italy 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-milan/) · [🎓**Université de Montpellier** Montpellier · France 1 work here](https://md.research.elamur.ai/free/en/universities/universite-de-montpellier/) · [🎓**University of Exeter** Exeter · United Kingdom 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-exeter/) · [🎓**University of Chicago** Chicago · United States 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-chicago/) · [🏛️**Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement** Paris · France 1 work here](https://md.research.elamur.ai/free/en/government/institut-national-de-recherche-pour-l-agriculture-l-alimentation-et-l/)

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

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