About Me
I am a final year PhD student at Université de Lorraine, Nancy, France, under the supervision of Marianne Clausel, Mathieu Constant and Xavier Coubez. My research involves exploring the behavior of text data and language models and their interaction, focusing on the intersection of the medical domain and Natural Language Processing.
Recently, I’ve been interested in the interaction between model performance, data perception variability, and interpretability.
And more recently, I’ve developed a fondness for hallucinations in large language models.
Here are some outcomes: Mu-SHROOM 🍄, SHROOM-CAP 🦙👒 and CHOMPS 
Research Interests
- Medical Language Understanding
- Natural Language Processing
News
- [Sept. 2025] SLAN got accepted at TS4H NeurIPS 2025.
- [Sept. 2025] Got one abstract accepted at ESMO AI Congress 2025.
- [July 2025] Presenting a poster at ICML 2025 on "Simplicity is not as simple as you think" [Poster]
- [July 2025] Attended ELLIS Summer School: AI for Health @ EPFL, Laussane, Switzerland.
- [June 2025] Presenting a poster at SMM4H 2025 on "Limitations of PLMs in MLU tasks" [Poster]
- [June 2025] Got one paper accepted at Workshop on Actionable Interpretability @ ICML 2025.
- [June 2025] Gave a talk at JdS 2025 on "Data complexity is not Data uncertainty" [Slides]
- [May 2025] CHOMPS 2025 got accepted at AACL-IJCNLP 2025, Mumbai, India. Stay tuned!
- [May 2025] Got one paper accepted at ACL 2025, Vienna, Austria.
- [Feb. 2025] Will be organizing MLP-LLM Workshop @ CORIA-TALN 2025, Marseille, France.
- [Oct. 2024] Joined the PC team for the UncertaiNLP Workshop @ EMNLP 2025, Suzhou, China.
- [Jul. 2024] Joined the organizing team for Mu-SHROOM at SemEval 2025 @ ACL 2025, Vienna, Austria.
Relevant Publications
2025
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TS4H 2025
Rohit Agarwal ,Aman Sinha, Dilip Prasad, Marianne Clausel, Alexander Horsh, Mathieu Constant, and Xavier Coubez
Workshop on Learning from Time Series for Health, NeurIPS 2025.
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AIW 2025
Aman Sinha, Timothee Mickus, Marianne Clausel, Mathieu Constant, and Xavier Coubez
Workshop on Actionable Interpretability@ICML 2025.
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ACL 2025
Timothee Mickus, Aman Sinha and Raúl Vázquez
In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 5401–5417, Vienna, Austria. Association for Computational Linguistics 2025.
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RadNLP 2024
Aman Sinha and Ioana Buhnila
NTCIR-18: Proceedings of the 18th NTCIR Conference on Evaluation ofInformation Access Technologies, June 10-13, 2025, Tokyo, Japan.
2024
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BioNLP 2024
Aman Sinha, Timothee Mickus, Marianne Clausel, Mathieu Constant, and Xavier Coubez
In Proceedings of the 23rd Workshop on Biomedical Natural Language Processing, pages 202–211, Bangkok, Thailand. Association for Computational Linguistics. Aug 2024.
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KnowledgeLM 2024
Ioana Buhnila, Aman Sinha, and Mathieu Constant
In Proceedings of the 1st Workshop on Towards Knowledgeable Language Models (KnowLLM 2024), pages 189–203, Bangkok, Thailand. Association for Computational Linguistics. Aug 2024.
2023
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ARTS 2023
Aman Sinha, Sam Bigeard, Marianne Clausel, and Mathieu Constant
Actes de CORIA-TALN 2023. Actes de l’atelier" Analyse et Recherche de Textes Scientifiques"(ARTS), TALN-CORIA 2023.
2022
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WNLPe-Health 2022
Aman Sinha, Ayan Vishwakarma, Marianne Clausel, and Mathieu Constant
Proceedings of the 19th International Conference on Natural Language Processing: Workshop on Context-aware NLP in eHealth (WNLPe-Health), ICON 2022.
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SMM4H 2022
Aman Sinha, Cristina García Holgado, Marianne Clausel, and Mathieu Constant
Proceedings of The Seventh Workshop on Social Media Mining for Health Applications, Workshop & Shared Task (SMM4H), COLING 2022.
[Complete list: Google Scholar]