Maël Jullien

11 papers A* 1Journal 8Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
Compartmentalised Agentic Reasoning for Clinical NLI.
CoRR
Maël Jullien, Lei Xu, Marco Valentino, André Freitas
2025 J jnl
Dissecting Clinical Reasoning in Language Models: A Comparative Study of Prompts and Model Adaptation Strategies.
CoRR
Maël Jullien, Marco Valentino, Leonardo Ranaldi, André Freitas
2025 J jnl
The Knowledge-Reasoning Dissociation: Fundamental Limitations of LLMs in Clinical Natural Language Inference.
CoRR
Maël Jullien, Marco Valentino, André Freitas
2024 J jnl
Controlled LLM-based Reasoning for Clinical Trial Retrieval.
CoRR
Maël Jullien, Alex Teodor Bogatu, Harriet Unsworth, André Freitas
2024 — conf
SemEval-2024 Task 2: Safe Biomedical Natural Language Inference for Clinical Trials.
SemEval@NAACL
Maël Jullien, Marco Valentino, André Freitas
2024 J jnl
SemEval-2024 Task 2: Safe Biomedical Natural Language Inference for Clinical Trials.
CoRR
Maël Jullien, Marco Valentino, André Freitas
2023 A* conf
NLI4CT: Multi-Evidence Natural Language Inference for Clinical Trial Reports.
EMNLP
Maël Jullien, Marco Valentino, Hannah Frost, Paul O'Regan, Dónal Landers, André Freitas
2023 J jnl
NLI4CT: Multi-Evidence Natural Language Inference for Clinical Trial Reports.
CoRR
Maël Jullien, Marco Valentino, Hannah Frost, Paul O'Regan, Donal Landers, André Freitas
2023 — conf
SemEval-2023 Task 7: Multi-Evidence Natural Language Inference for Clinical Trial Data.
SemEval@ACL
Maël Jullien, Marco Valentino, Hannah Frost, Paul O'Regan, Donal Landers, André Freitas
2023 J jnl
SemEval-2023 Task 7: Multi-Evidence Natural Language Inference for Clinical Trial Data.
CoRR
Maël Jullien, Marco Valentino, Hannah Frost, Paul O'Regan, Donal Landers, André Freitas
2022 J jnl
Do Transformers Encode a Foundational Ontology? Probing Abstract Classes in Natural Language.
CoRR
Maël Jullien, Marco Valentino, André Freitas