Compartmentalised Agentic Reasoning for Clinical NLI
Fuente:
arXiv
Saved in:
| Main Authors: | Jullien, Maël, Xu, Lei, Valentino, Marco, Freitas, André |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
The Knowledge-Reasoning Dissociation: Fundamental Limitations of LLMs in Clinical Natural Language Inference
by: Jullien, Maël, et al.
Published: (2025)
by: Jullien, Maël, et al.
Published: (2025)
SemEval-2024 Task 2: Safe Biomedical Natural Language Inference for Clinical Trials
by: Jullien, Mael, et al.
Published: (2024)
by: Jullien, Mael, et al.
Published: (2024)
Dissecting Clinical Reasoning in Language Models: A Comparative Study of Prompts and Model Adaptation Strategies
by: Jullien, Mael, et al.
Published: (2025)
by: Jullien, Mael, et al.
Published: (2025)
Controlled LLM-based Reasoning for Clinical Trial Retrieval
by: Jullien, Mael, et al.
Published: (2024)
by: Jullien, Mael, et al.
Published: (2024)
Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations
by: Quan, Xin, et al.
Published: (2025)
by: Quan, Xin, et al.
Published: (2025)
Reasoning with Natural Language Explanations
by: Valentino, Marco, et al.
Published: (2024)
by: Valentino, Marco, et al.
Published: (2024)
Logic-Parametric Neuro-Symbolic NLI: Controlling Logical Formalisms for Verifiable LLM Reasoning
by: Farjami, Ali, et al.
Published: (2026)
by: Farjami, Ali, et al.
Published: (2026)
Eliciting Critical Reasoning in Retrieval-Augmented Language Models via Contrastive Explanations
by: Ranaldi, Leonardo, et al.
Published: (2024)
by: Ranaldi, Leonardo, et al.
Published: (2024)
Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference
by: Kim, Geonhee, et al.
Published: (2024)
by: Kim, Geonhee, et al.
Published: (2024)
Mitigating Content Effects on Reasoning in Language Models through Fine-Grained Activation Steering
by: Valentino, Marco, et al.
Published: (2025)
by: Valentino, Marco, et al.
Published: (2025)
PEIRCE: Unifying Material and Formal Reasoning via LLM-Driven Neuro-Symbolic Refinement
by: Quan, Xin, et al.
Published: (2025)
by: Quan, Xin, et al.
Published: (2025)
A Differentiable Integer Linear Programming Solver for Explanation-Based Natural Language Inference
by: Thayaparan, Mokanarangan, et al.
Published: (2024)
by: Thayaparan, Mokanarangan, et al.
Published: (2024)
Integrating Expert Knowledge into Logical Programs via LLMs
by: Górski, Franciszek, et al.
Published: (2025)
by: Górski, Franciszek, et al.
Published: (2025)
Multi-Operational Mathematical Derivations in Latent Space
by: Valentino, Marco, et al.
Published: (2023)
by: Valentino, Marco, et al.
Published: (2023)
Estimating the Causal Effects of Natural Logic Features in Neural NLI Models
by: Rozanova, Julia, et al.
Published: (2023)
by: Rozanova, Julia, et al.
Published: (2023)
Inference to the Best Explanation in Large Language Models
by: Dalal, Dhairya, et al.
Published: (2024)
by: Dalal, Dhairya, et al.
Published: (2024)
Estimating the Causal Effects of Natural Logic Features in Transformer-Based NLI Models
by: Rozanova, Julia, et al.
Published: (2024)
by: Rozanova, Julia, et al.
Published: (2024)
SylloBio-NLI: Evaluating Large Language Models on Biomedical Syllogistic Reasoning
by: Wysocka, Magdalena, et al.
Published: (2024)
by: Wysocka, Magdalena, et al.
Published: (2024)
Is the future of AI green? What can innovation diffusion models say about generative AI's environmental impact?
by: Viseur, Robert, et al.
Published: (2026)
by: Viseur, Robert, et al.
Published: (2026)
Agentic Reasoning: A Streamlined Framework for Enhancing LLM Reasoning with Agentic Tools
by: Wu, Junde, et al.
Published: (2025)
by: Wu, Junde, et al.
Published: (2025)
Abstract Activation Spaces for Content-Invariant Reasoning in Large Language Models
by: Maraia, Gabriele, et al.
Published: (2026)
by: Maraia, Gabriele, et al.
Published: (2026)
FormalScience: Scalable Human-in-the-Loop Autoformalisation of Science with Agentic Code Generation in Lean
by: Meadows, Jordan, et al.
Published: (2026)
by: Meadows, Jordan, et al.
Published: (2026)
Verifiable Process Rewards for Agentic Reasoning
by: Yuan, Huining, et al.
Published: (2026)
by: Yuan, Huining, et al.
Published: (2026)
PrefixNLI: Detecting Factual Inconsistencies as Soon as They Arise
by: Harary, Sapir, et al.
Published: (2025)
by: Harary, Sapir, et al.
Published: (2025)
XNLIeu: a dataset for cross-lingual NLI in Basque
by: Heredia, Maite, et al.
Published: (2024)
by: Heredia, Maite, et al.
Published: (2024)
A New Strategy for Artificial Intelligence: Training Foundation Models Directly on Human Brain Data
by: Donoso, Maël
Published: (2026)
by: Donoso, Maël
Published: (2026)
NLI:Non-uniform Linear Interpolation Approximation of Nonlinear Operations for Efficient LLMs Inference
by: Yu, Jiangyong, et al.
Published: (2026)
by: Yu, Jiangyong, et al.
Published: (2026)
Affective-NLI: Towards Accurate and Interpretable Personality Recognition in Conversation
by: Wen, Zhiyuan, et al.
Published: (2024)
by: Wen, Zhiyuan, et al.
Published: (2024)
NL-Eye: Abductive NLI for Images
by: Ventura, Mor, et al.
Published: (2024)
by: Ventura, Mor, et al.
Published: (2024)
DeepPHY: Benchmarking Agentic VLMs on Physical Reasoning
by: Xu, Xinrun, et al.
Published: (2025)
by: Xu, Xinrun, et al.
Published: (2025)
Compliance versus Sensibility: On the Reasoning Controllability in Large Language Models
by: Tan, Xingwei, et al.
Published: (2026)
by: Tan, Xingwei, et al.
Published: (2026)
HyEvo: Self-Evolving Hybrid Agentic Workflows for Efficient Reasoning
by: Xu, Beibei, et al.
Published: (2026)
by: Xu, Beibei, et al.
Published: (2026)
M2A: Synergizing Mathematical and Agentic Reasoning in Large Language Models
by: Wang, Junjian, et al.
Published: (2026)
by: Wang, Junjian, et al.
Published: (2026)
To Mask or to Mirror: Human-AI Alignment in Collective Reasoning
by: Qian, Crystal, et al.
Published: (2025)
by: Qian, Crystal, et al.
Published: (2025)
Can Reasoning Models Reason about Hardware? An Agentic HLS Perspective
by: Collini, Luca, et al.
Published: (2025)
by: Collini, Luca, et al.
Published: (2025)
Agentic Systems as Boosting Weak Reasoning Models
by: Sunkaraneni, Varun, et al.
Published: (2026)
by: Sunkaraneni, Varun, et al.
Published: (2026)
Tools as Continuous Flow for Evolving Agentic Reasoning
by: Huang, Tairan, et al.
Published: (2026)
by: Huang, Tairan, et al.
Published: (2026)
Concept Navigation and Classification via Open-Source Large Language Model Processing
by: Kubli, Maël
Published: (2025)
by: Kubli, Maël
Published: (2025)
CARE: Towards Clinical Accountability in Multi-Modal Medical Reasoning with an Evidence-Grounded Agentic Framework
by: Du, Yuexi, et al.
Published: (2026)
by: Du, Yuexi, et al.
Published: (2026)
Agentic Active Omni-Modal Perception for Multi-Hop Audio-Visual Reasoning
by: Xu, Ke, et al.
Published: (2026)
by: Xu, Ke, et al.
Published: (2026)
Similar Items
-
The Knowledge-Reasoning Dissociation: Fundamental Limitations of LLMs in Clinical Natural Language Inference
by: Jullien, Maël, et al.
Published: (2025) -
SemEval-2024 Task 2: Safe Biomedical Natural Language Inference for Clinical Trials
by: Jullien, Mael, et al.
Published: (2024) -
Dissecting Clinical Reasoning in Language Models: A Comparative Study of Prompts and Model Adaptation Strategies
by: Jullien, Mael, et al.
Published: (2025) -
Controlled LLM-based Reasoning for Clinical Trial Retrieval
by: Jullien, Mael, et al.
Published: (2024) -
Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations
by: Quan, Xin, et al.
Published: (2025)