Lessons from Natural Language Inference in the Clinical Domain

21 August 2018

Papers citing "Lessons from Natural Language Inference in the Clinical Domain"

48 / 48 papers shown

Title
Revisiting the MIMIC-IV Benchmark: Experiments Using Language Models for Electronic Health Records Jesus Lovon Thouria Ben-Haddi Jules Di Scala José G. Moreno L. Tamine 60 2 0 29 Apr 2025
Temporal Entailment Pretraining for Clinical Language Models over EHR Data Tatsunori Tanaka Fi Zheng Kai Sato Zhifeng Li Yuanyun Zhang Shi Li 29 0 0 25 Apr 2025
Baichuan-M1: Pushing the Medical Capability of Large Language Models Binghai Wang Haizhou Zhao Huozhi Zhou Liang Song Mingyu Xu ... Yan Zhang Yifei Duan Yuyan Zhou Zhi-Ming Ma Zhikai Wu LM&MA ELM AI4MH 42 4 0 18 Feb 2025
Pruning as a Domain-specific LLM Extractor Nan Zhang Yanchi Liu Xujiang Zhao Wei Cheng Runxue Bao Rui Zhang Prasenjit Mitra Haifeng Chen 26 9 0 10 May 2024
Unveiling LLM Evaluation Focused on Metrics: Challenges and Solutions Taojun Hu Xiao-Hua Zhou ELM 41 13 0 14 Apr 2024
SemEval-2024 Task 2: Safe Biomedical Natural Language Inference for Clinical Trials Mael Jullien Marco Valentino André Freitas LM&MA 41 41 0 07 Apr 2024
UniDCP: Unifying Multiple Medical Vision-language Tasks via Dynamic Cross-modal Learnable Prompts Chenlu Zhan Yufei Zhang Yu Lin Gaoang Wang Hongwei Wang VLM MedIm 40 5 0 18 Dec 2023
Are Large Language Models Ready for Healthcare? A Comparative Study on Clinical Language Understanding Yuqing Wang Yun Zhao Linda R. Petzold AI4MH LM&MA ELM 35 51 0 09 Apr 2023
ChatGPT for Shaping the Future of Dentistry: The Potential of Multi-Modal Large Language Model Hanyao Huang Ou Zheng Dongdong Wang Jiayi Yin Zijin Wang ... H. Yin Chuan Xu Renjie Yang Q. Zheng B. Shi MedIm AI4MH AI4CE LM&MA 58 176 0 23 Mar 2023
Towards Unifying Medical Vision-and-Language Pre-training via Soft Prompts Zhihong Chen Shizhe Diao Benyou Wang Guanbin Li Xiang Wan MedIm 27 29 0 17 Feb 2023
Lightweight Transformers for Clinical Natural Language Processing Omid Rohanian Mohammadmahdi Nouriborji Hannah Jauncey Samaneh Kouchaki Isaric Clinical Characterisation Group Lei A. Clifton L. Merson David A. Clifton MedIm LM&MA 24 12 0 09 Feb 2023
A Comparative Study of Pretrained Language Models for Long Clinical Text Yikuan Li R. M. Wehbe F. Ahmad Hanyin Wang Yuan Luo LM&MA ELM VLM MedIm 29 79 0 27 Jan 2023
BioLORD: Learning Ontological Representations from Definitions (for Biomedical Concepts and their Textual Descriptions) François Remy Kris Demuynck Thomas Demeester 27 14 0 21 Oct 2022
Developing a general-purpose clinical language inference model from a large corpus of clinical notes Madhumita Sushil Dana Ludwig A. Butte V. Rudrapatna LM&MA 14 12 0 12 Oct 2022
Are Sample-Efficient NLP Models More Robust? Nelson F. Liu Ananya Kumar Percy Liang Robin Jia VLM OOD 30 6 0 12 Oct 2022
Enriching Biomedical Knowledge for Low-resource Language Through Large-Scale Translation Long Phan Tai Dang H. Tran Trieu H. Trinh Vy Phan Lam D. Chau Minh-Thang Luong 20 8 0 11 Oct 2022
DR.BENCH: Diagnostic Reasoning Benchmark for Clinical Natural Language Processing Yanjun Gao Dmitriy Dligach Timothy A. Miller John R. Caskey Brihat Sharma M. Churpek Majid Afshar ELM LRM 34 17 0 29 Sep 2022
ArNLI: Arabic Natural Language Inference for Entailment and Contradiction Detection Khloud Al Jallad Nada Ghneim 13 4 0 28 Sep 2022
Prompt Combines Paraphrase: Teaching Pre-trained Models to Understand Rare Biomedical Words Hao Wang Chi-Liang Liu Nuwa Xi Sendong Zhao Meizhi Ju Shiwei Zhang Ziheng Zhang Yefeng Zheng Bing Qin Ting Liu VLM AAML LM&MA 41 6 0 14 Sep 2022
Hierarchical Annotation for Building A Suite of Clinical Natural Language Processing Tasks: Progress Note Understanding Yanjun Gao Dmitriy Dligach Timothy A. Miller S. Tesch Ryan Laffin M. Churpek Majid Afshar 18 17 0 06 Apr 2022
Paying More Attention to Self-attention: Improving Pre-trained Language Models via Attention Guiding Shanshan Wang Zhumin Chen Z. Ren Huasheng Liang Qiang Yan Pengjie Ren 33 9 0 06 Apr 2022
Identifying the Adoption or Rejection of Misinformation Targeting COVID-19 Vaccines in Twitter Discourse Maxwell Weinzierl S. Harabagiu 32 18 0 18 Feb 2022
Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences Yikuan Li R. M. Wehbe F. Ahmad Hanyin Wang Yuan Luo VLM MedIm 150 86 0 27 Jan 2022
A Scoping Review of Publicly Available Language Tasks in Clinical Natural Language Processing Yanjun Gao Dmitriy Dligach Leslie A. Christensen S. Tesch Ryan Laffin Dongfang Xu Timothy A. Miller Özlem Uzuner M. Churpek Majid Afshar LM&MA 38 25 0 07 Dec 2021
Recent Advances in Automated Question Answering In Biomedical Domain K. D. Baksi 28 0 0 10 Nov 2021
Adapting to the Long Tail: A Meta-Analysis of Transfer Learning Research for Language Understanding Tasks Aakanksha Naik J. Lehman Carolyn Rose 44 7 0 02 Nov 2021
GPT-3 Models are Poor Few-Shot Learners in the Biomedical Domain M. Moradi Kathrin Blagec F. Haberl Matthias Samwald LM&MA AI4MH 39 65 0 06 Sep 2021
Rethinking Why Intermediate-Task Fine-Tuning Works Ting-Yun Chang Chi-Jen Lu LRM 19 29 0 26 Aug 2021
Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERT Usman Naseem A. Dunn Matloob Khushi Jinman Kim OOD LM&MA AI4MH 24 43 0 09 Jul 2021
Probing Pre-Trained Language Models for Disease Knowledge Israa Alghanmi Luis Espinosa-Anke Steven Schockaert LM&MA ELM 33 13 0 14 Jun 2021
Membership Inference Attack Susceptibility of Clinical Language Models Abhyuday N. Jagannatha Bhanu Pratap Singh Rawat Hong-ye Yu MIACV 29 62 0 16 Apr 2021
AMMU : A Survey of Transformer-based Biomedical Pretrained Language Models Katikapalli Subramanyam Kalyan A. Rajasekharan S. Sangeetha LM&MA MedIm 26 164 0 16 Apr 2021
SILT: Efficient transformer training for inter-lingual inference Javier Huertas-Tato Alejandro Martín David Camacho 27 11 0 17 Mar 2021
Biomedical Question Answering: A Survey of Approaches and Challenges Qiao Jin Zheng Yuan Guangzhi Xiong Qian Yu Huaiyuan Ying Chuanqi Tan Mosha Chen Songfang Huang Xiaozhong Liu Sheng Yu 29 95 0 10 Feb 2021
CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters Hicham El Boukkouri Olivier Ferret Thomas Lavergne Hiroshi Noji Pierre Zweigenbaum Junichi Tsujii 77 156 0 20 Oct 2020
UmlsBERT: Clinical Domain Knowledge Augmentation of Contextual Embeddings Using the Unified Medical Language System Metathesaurus George Michalopoulos Yuanxin Wang H. Kaka Helen H. Chen Alexander Wong 33 122 0 20 Oct 2020
Improving Factual Completeness and Consistency of Image-to-Text Radiology Report Generation Yasuhide Miura Yuhao Zhang Emily Bao Tsai C. Langlotz Dan Jurafsky MedIm 160 157 0 20 Oct 2020
Infusing Disease Knowledge into BERT for Health Question Answering, Medical Inference and Disease Name Recognition Yun He Ziwei Zhu Yin Zhang Qin Chen James Caverlee AI4MH 36 108 0 08 Oct 2020
FarsTail: A Persian Natural Language Inference Dataset Hossein Amirkhani Mohammad AzariJafari Zohreh Pourjafari Soroush Faridan-Jahromi Zeinab Kouhkan Azadeh Amirak 19 30 0 18 Sep 2020
A Comparison of Pre-trained Vision-and-Language Models for Multimodal Representation Learning across Medical Images and Reports Yikuan Li Hanyin Wang Yuan Luo 19 63 0 03 Sep 2020
Transferability of Natural Language Inference to Biomedical Question Answering Minbyul Jeong Mujeen Sung Gangwoo Kim Donghyeon Kim Wonjin Yoon J. Yoo Jaewoo Kang 19 38 0 01 Jul 2020
MT-Clinical BERT: Scaling Clinical Information Extraction with Multitask Learning Andriy Mulyar Bridget T. McInnes 16 52 0 21 Apr 2020
Continual Domain-Tuning for Pretrained Language Models Subendhu Rongali Abhyuday N. Jagannatha Bhanu Pratap Singh Rawat Hong-ye Yu CLL KELM 11 7 0 05 Apr 2020
Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets Yifan Peng Shankai Yan Zhiyong Lu LM&MA AI4MH 15 830 0 13 Jun 2019
Publicly Available Clinical BERT Embeddings Emily Alsentzer John R. Murphy Willie Boag W. Weng Di Jin Tristan Naumann Matthew B. A. McDermott AI4MH 48 1,933 0 06 Apr 2019
Probing Biomedical Embeddings from Language Models Qiao Jin Bhuwan Dhingra William W. Cohen Xinghua Lu 24 116 0 03 Apr 2019
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 190 576 0 02 May 2018
A Decomposable Attention Model for Natural Language Inference Ankur P. Parikh Oscar Täckström Dipanjan Das Jakob Uszkoreit 213 1,367 0 06 Jun 2016