Computation and Language · Computer Science
Evaluating Open-Weight Large Language Models for Structured Data Extraction from Narrative Medical Reports Across Multiple Use Cases and Languages
Douwe J. Spaanderman, Karthik Prathaban, Petr Zelina, Kaouther Mouheb +19
2025-11-17
Computation and Language · Computer Science
How Robust Are Large Language Models for Clinical Numeracy? An Empirical Study on Numerical Reasoning Abilities in Clinical Contexts
Minh-Vuong Nguyen, Fatemeh Shiri, Zhuang Li, Karin Verspoor
2026-04-16
Computation and Language · Computer Science
The Structured Output Benchmark: A Multi-Source Benchmark for Evaluating Structured Output Quality in Large Language Models
Abhinav Kumar Singh, Harsha Vardhan Khurdula, Yoeven D Khemlani, Vineet Agarwal
2026-04-29
Software Engineering · Computer Science
StructEval: Benchmarking LLMs' Capabilities to Generate Structural Outputs
Jialin Yang, Dongfu Jiang, Lipeng He, Sherman Siu +16
2026-04-06
Computation and Language · Computer Science
MedSlice: Fine-Tuned Large Language Models for Secure Clinical Note Sectioning
Joshua Davis, Thomas Sounack, Kate Sciacca, Jessie M Brain +3
2025-01-27
Computation and Language · Computer Science
Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models
Zhi Rui Tam, Cheng-Kuang Wu, Yi-Lin Tsai, Chieh-Yen Lin +2
2024-10-15
Computation and Language · Computer Science
CNSight: Evaluation of Clinical Note Segmentation Tools
Risha Surana, Adrian Law, Sunwoo Kim, Rishab Sridhar +2
2025-12-30
Computation and Language · Computer Science
Self-Prompting Small Language Models for Privacy-Sensitive Clinical Information Extraction
Yao-Shun Chuang, Tushti Mody, Uday Pratap Singh, Shirindokht Shiraz +5
2026-05-07
Computation and Language · Computer Science
StructTest: Benchmarking LLMs' Reasoning through Compositional Structured Outputs
Hailin Chen, Fangkai Jiao, Mathieu Ravaut, Nawshad Farruque +7
2025-03-21
Computation and Language · Computer Science
JSONSchemaBench: A Rigorous Benchmark of Structured Outputs for Language Models
Saibo Geng, Hudson Cooper, Michał Moskal, Samuel Jenkins +5
2025-02-28
Information Retrieval · Computer Science
Structured Semantics from Unstructured Notes: Language Model Approaches to EHR-Based Decision Support
Wu Hao Ran, Xi Xi, Furong Li, Jingyi Lu +4
2025-06-10
Information Retrieval · Computer Science
Leveraging Large Language Models to Extract and Translate Medical Information in Doctors' Notes for Health Records and Diagnostic Billing Codes
Peter Hartnett, Chung-Chi Huang, Sarah Hartnett, David Hartnett
2026-03-25
Computation and Language · Computer Science
JsonTuning: Towards Generalizable, Robust, and Controllable Instruction Tuning
Chang Gao, Wenxuan Zhang, Guizhen Chen, Wai Lam
2025-06-10
Programming Languages · Computer Science
An Extensive Study on Text Serialization Formats and Methods
Wang Wei, Li Na, Zhang Lei, Liu Fang +17
2025-05-21
Computation and Language · Computer Science
StructuredRAG: JSON Response Formatting with Large Language Models
Connor Shorten, Charles Pierse, Thomas Benjamin Smith, Erika Cardenas +3
2024-08-22
Software Engineering · Computer Science
Reliability of Large Language Models for Design Synthesis: An Empirical Study of Variance, Prompt Sensitivity, and Method Scaffolding
Rabia Iftikhar, Andreas Rausch
2026-04-07
Artificial Intelligence · Computer Science
Leveraging LLMs for Structured Data Extraction from Unstructured Patient Records
Mitchell A. Klusty, Elizabeth C. Solie, Caroline N. Leach, W. Vaiden Logan +7
2025-12-17
Computation and Language · Computer Science
On the Robustness of Answer Formats in Medical Reasoning Models
Pittawat Taveekitworachai, Natpatchara Pongjirapat, Krittaphas Chaisutyakorn, Piyalitt Ittichaiwong +2
2026-01-06
Computation and Language · Computer Science
Enhancing Incremental Summarization with Structured Representations
EunJeong Hwang, Yichao Zhou, James Bradley Wendt, Beliz Gunel +3
2024-07-23