Proceedings of the 6th Clinical Natural Language Processing Workshop

Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor 2024-06 Association for Computational Linguistics Mexico City, Mexico text conference publication clinicalnlp-2024-clinical https://aclanthology.org/2024.clinicalnlp-1.0/ Exploring Robustness in Doctor-Patient Conversation Summarization: An Analysis of Out-of-Domain SOAP Notes Yu-Wen Chen author Julia Hirschberg author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication chen-hirschberg-2024-exploring 10.18653/v1/2024.clinicalnlp-1.1 https://aclanthology.org/2024.clinicalnlp-1.1/ 2024-06 1 9 Efficient Medical Question Answering with Knowledge-Augmented Question Generation Julien Khlaut author Corentin Dancette author Elodie Ferreres author Alaedine Bennani author Paul Hérent author Pierre Manceron author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication khlaut-etal-2024-efficient 10.18653/v1/2024.clinicalnlp-1.2 https://aclanthology.org/2024.clinicalnlp-1.2/ 2024-06 10 20 Gemini Goes to Med School: Exploring the Capabilities of Multimodal Large Language Models on Medical Challenge Problems & Hallucinations Ankit Pal author Malaikannan Sankarasubbu author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication pal-sankarasubbu-2024-gemini 10.18653/v1/2024.clinicalnlp-1.3 https://aclanthology.org/2024.clinicalnlp-1.3/ 2024-06 21 46 Retrieval augmented text-to-SQL generation for epidemiological question answering using electronic health records Angelo Ziletti author Leonardo DAmbrosi author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication ziletti-dambrosi-2024-retrieval 10.18653/v1/2024.clinicalnlp-1.4 https://aclanthology.org/2024.clinicalnlp-1.4/ 2024-06 47 53 ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes Zhichao Yang author Avijit Mitra author Sunjae Kwon author Hong Yu author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication yang-etal-2024-clinicalmamba 10.18653/v1/2024.clinicalnlp-1.5 https://aclanthology.org/2024.clinicalnlp-1.5/ 2024-06 54 63 Working Alliance Transformer for Psychotherapy Dialogue Classification Baihan Lin author Guillermo Cecchi author Djallel Bouneffouf author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication lin-etal-2024-working 10.18653/v1/2024.clinicalnlp-1.6 https://aclanthology.org/2024.clinicalnlp-1.6/ 2024-06 64 69 Building A German Clinical Named Entity Recognition System without In-domain Training Data Siting Liang author Daniel Sonntag author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication liang-sonntag-2024-building 10.18653/v1/2024.clinicalnlp-1.7 https://aclanthology.org/2024.clinicalnlp-1.7/ 2024-06 70 81 DAIC-WOZ: On the Validity of Using the Therapist’s prompts in Automatic Depression Detection from Clinical Interviews Sergio Burdisso author Ernesto Reyes-Ramírez author Esaú Villatoro-tello author Fernando Sánchez-Vega author Adrian Lopez Monroy author Petr Motlicek author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication burdisso-etal-2024-daic 10.18653/v1/2024.clinicalnlp-1.8 https://aclanthology.org/2024.clinicalnlp-1.8/ 2024-06 82 90 Parameter-Efficient Fine-Tuning of LLaMA for the Clinical Domain Aryo Gema author Pasquale Minervini author Luke Daines author Tom Hope author Beatrice Alex author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication gema-etal-2024-parameter 10.18653/v1/2024.clinicalnlp-1.9 https://aclanthology.org/2024.clinicalnlp-1.9/ 2024-06 91 104 A Multilevel Analysis of PubMed-only BERT-based Biomedical Models Vicente Sanchez Carmona author Shanshan Jiang author Bin Dong author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication sanchez-carmona-etal-2024-multilevel 10.18653/v1/2024.clinicalnlp-1.10 https://aclanthology.org/2024.clinicalnlp-1.10/ 2024-06 105 110 A Privacy-Preserving Corpus for Occupational Health in Spanish: Evaluation for NER and Classification Tasks Claudio Aracena author Luis Miranda author Thomas Vakili author Fabián Villena author Tamara Quiroga author Fredy Núñez-Torres author Victor Rocco author Jocelyn Dunstan author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication aracena-etal-2024-privacy 10.18653/v1/2024.clinicalnlp-1.11 https://aclanthology.org/2024.clinicalnlp-1.11/ 2024-06 111 121 DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents Varun Nair author Elliot Schumacher author Geoffrey Tso author Anitha Kannan author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication nair-etal-2024-dera 10.18653/v1/2024.clinicalnlp-1.12 https://aclanthology.org/2024.clinicalnlp-1.12/ 2024-06 122 161 LlamaMTS: Optimizing Metastasis Detection with Llama Instruction Tuning and BERT-Based Ensemble in Italian Clinical Reports Livia Lilli author Stefano Patarnello author Carlotta Masciocchi author Valeria Masiello author Fabio Marazzi author Luca Tagliaferri author Nikola Dino Capocchiano author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication lilli-etal-2024-llamamts 10.18653/v1/2024.clinicalnlp-1.13 https://aclanthology.org/2024.clinicalnlp-1.13/ 2024-06 162 171 Using Structured Health Information for Controlled Generation of Clinical Cases in French Hugo Boulanger author Nicolas Hiebel author Olivier Ferret author Karën Fort author Aurélie Névéol author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication boulanger-etal-2024-using 10.18653/v1/2024.clinicalnlp-1.14 https://aclanthology.org/2024.clinicalnlp-1.14/ 2024-06 172 184 Large Language Models Provide Human-Level Medical Text Snippet Labeling Ibtihel Amara author Haiyang Yu author Fan Zhang author Yuchen Liu author Benny Li author Chang Liu author Rupesh Kartha author Akshay Goel author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication amara-etal-2024-large 10.18653/v1/2024.clinicalnlp-1.15 https://aclanthology.org/2024.clinicalnlp-1.15/ 2024-06 185 195 Conversational Topic Recommendation in Counseling and Psychotherapy with Decision Transformer and Large Language Models Aylin Gunal author Baihan Lin author Djallel Bouneffouf author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication gunal-etal-2024-conversational 10.18653/v1/2024.clinicalnlp-1.16 https://aclanthology.org/2024.clinicalnlp-1.16/ 2024-06 196 201 Leveraging Wikidata for Biomedical Entity Linking in a Low-Resource Setting: A Case Study for German Faizan E Mustafa author Corina Dima author Juan Ochoa author Steffen Staab author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication mustafa-etal-2024-leveraging 10.18653/v1/2024.clinicalnlp-1.17 https://aclanthology.org/2024.clinicalnlp-1.17/ 2024-06 202 207 Revisiting Clinical Outcome Prediction for MIMIC-IV Tom Röhr author Alexei Figueroa author Jens-Michalis Papaioannou author Conor Fallon author Keno Bressem author Wolfgang Nejdl author Alexander Löser author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication rohr-etal-2024-revisiting 10.18653/v1/2024.clinicalnlp-1.18 https://aclanthology.org/2024.clinicalnlp-1.18/ 2024-06 208 217 Can LLMs Correct Physicians, Yet? Investigating Effective Interaction Methods in the Medical Domain Burcu Sayin author Pasquale Minervini author Jacopo Staiano author Andrea Passerini author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication sayin-etal-2024-llms 10.18653/v1/2024.clinicalnlp-1.19 https://aclanthology.org/2024.clinicalnlp-1.19/ 2024-06 218 237 Leveraging pre-trained large language models for aphasia detection in English and Chinese speakers Yan Cong author Jiyeon Lee author Arianna LaCroix author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication cong-etal-2024-leveraging 10.18653/v1/2024.clinicalnlp-1.20 https://aclanthology.org/2024.clinicalnlp-1.20/ 2024-06 238 245 Fusion of Domain-Adapted Vision and Language Models for Medical Visual Question Answering Cuong Ha author Shima Asaadi author Sanjeev Kumar Karn author Oladimeji Farri author Tobias Heimann author Thomas Runkler author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication ha-etal-2024-fusion 10.18653/v1/2024.clinicalnlp-1.21 https://aclanthology.org/2024.clinicalnlp-1.21/ 2024-06 246 257 LLM-Based Section Identifiers Excel on Open Source but Stumble in Real World Applications Saranya Krishnamoorthy author Ayush Singh author Shabnam Tafreshi author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication krishnamoorthy-etal-2024-llm 10.18653/v1/2024.clinicalnlp-1.22 https://aclanthology.org/2024.clinicalnlp-1.22/ 2024-06 258 270 Adapting Abstract Meaning Representation Parsing to the Clinical Narrative – the SPRING THYME parser Jon Cai author Kristin Wright-Bettner author Martha Palmer author Guergana Savova author James Martin author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication cai-etal-2024-adapting 10.18653/v1/2024.clinicalnlp-1.23 https://aclanthology.org/2024.clinicalnlp-1.23/ 2024-06 271 282 SERPENT-VLM : Self-Refining Radiology Report Generation Using Vision Language Models Manav Kapadnis author Sohan Patnaik author Abhilash Nandy author Sourjyadip Ray author Pawan Goyal author Debdoot Sheet author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication kapadnis-etal-2024-serpent 10.18653/v1/2024.clinicalnlp-1.24 https://aclanthology.org/2024.clinicalnlp-1.24/ 2024-06 283 291 ERD: A Framework for Improving LLM Reasoning for Cognitive Distortion Classification Sehee Lim author Yejin Kim author Chi-Hyun Choi author Jy-yong Sohn author Byung-Hoon Kim author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication lim-etal-2024-erd 10.18653/v1/2024.clinicalnlp-1.25 https://aclanthology.org/2024.clinicalnlp-1.25/ 2024-06 292 300 Leveraging Prompt-Learning for Structured Information Extraction from Crohn’s Disease Radiology Reports in a Low-Resource Language Liam Hazan author Naama Gavrielov author Roi Reichart author Talar Hagopian author Mary-Louise Greer author Ruth Cytter-Kuint author Gili Focht author Dan Turner author Moti Freiman author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication hazan-etal-2024-leveraging 10.18653/v1/2024.clinicalnlp-1.26 https://aclanthology.org/2024.clinicalnlp-1.26/ 2024-06 301 309 Context Aggregation with Topic-focused Summarization for Personalized Medical Dialogue Generation Zhengyuan Liu author Siti Salleh author Pavitra Krishnaswamy author Nancy Chen author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication liu-etal-2024-context 10.18653/v1/2024.clinicalnlp-1.27 https://aclanthology.org/2024.clinicalnlp-1.27/ 2024-06 310 321 Evaluating Lexicon Incorporation for Depression Symptom Estimation Kirill Milintsevich author Gaël Dias author Kairit Sirts author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication milintsevich-etal-2024-evaluating 10.18653/v1/2024.clinicalnlp-1.28 https://aclanthology.org/2024.clinicalnlp-1.28/ 2024-06 322 328 Semi-automatic Construction of a Word Complexity Lexicon for Japanese Medical Terminology Soichiro Sugihara author Tomoyuki Kajiwara author Takashi Ninomiya author Shoko Wakamiya author Eiji Aramaki author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication sugihara-etal-2024-semi 10.18653/v1/2024.clinicalnlp-1.29 https://aclanthology.org/2024.clinicalnlp-1.29/ 2024-06 329 333 TEAM MIPAL at MEDIQA-M3G 2024: Large VQA Models for Dermatological Diagnosis Hyeonjin Kim author Min Kim author Jae Jang author KiYoon Yoo author Nojun Kwak author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication kim-etal-2024-team 10.18653/v1/2024.clinicalnlp-1.30 https://aclanthology.org/2024.clinicalnlp-1.30/ 2024-06 334 338 MediFact at MEDIQA-M3G 2024: Medical Question Answering in Dermatology with Multimodal Learning Nadia Saeed author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication saeed-2024-medifact 10.18653/v1/2024.clinicalnlp-1.31 https://aclanthology.org/2024.clinicalnlp-1.31/ 2024-06 339 345 MediFact at MEDIQA-CORR 2024: Why AI Needs a Human Touch Nadia Saeed author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication saeed-2024-medifact-mediqa 10.18653/v1/2024.clinicalnlp-1.32 https://aclanthology.org/2024.clinicalnlp-1.32/ 2024-06 346 352 KnowLab_AIMed at MEDIQA-CORR 2024: Chain-of-Though (CoT) prompting strategies for medical error detection and correction Zhaolong Wu author Abul Hasan author Jinge Wu author Yunsoo Kim author Jason Cheung author Teng Zhang author Honghan Wu author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication wu-etal-2024-knowlab 10.18653/v1/2024.clinicalnlp-1.33 https://aclanthology.org/2024.clinicalnlp-1.33/ 2024-06 353 359 PromptMind Team at EHRSQL-2024: Improving Reliability of SQL Generation using Ensemble LLMs Satya Gundabathula author Sriram Kolar author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication gundabathula-kolar-2024-promptmind 10.18653/v1/2024.clinicalnlp-1.34 https://aclanthology.org/2024.clinicalnlp-1.34/ 2024-06 360 366 PromptMind Team at MEDIQA-CORR 2024: Improving Clinical Text Correction with Error Categorization and LLM Ensembles Satya Gundabathula author Sriram Kolar author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication gundabathula-kolar-2024-promptmind-team 10.18653/v1/2024.clinicalnlp-1.35 https://aclanthology.org/2024.clinicalnlp-1.35/ 2024-06 367 373 Maven at MEDIQA-CORR 2024: Leveraging RAG and Medical LLM for Error Detection and Correction in Medical Notes Suramya Jadhav author Abhay Shanbhag author Sumedh Joshi author Atharva Date author Sheetal Sonawane author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication jadhav-etal-2024-maven 10.18653/v1/2024.clinicalnlp-1.36 https://aclanthology.org/2024.clinicalnlp-1.36/ 2024-06 374 381 LAILab at Chemotimelines 2024: Finetuning sequence-to-sequence language models for temporal relation extraction towards cancer patient undergoing chemotherapy treatment Shohreh Haddadan author Tuan-Dung Le author Thanh Duong author Thanh Thieu author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication haddadan-etal-2024-lailab 10.18653/v1/2024.clinicalnlp-1.37 https://aclanthology.org/2024.clinicalnlp-1.37/ 2024-06 382 393 Lexicans at Chemotimelines 2024: Chemotimeline Chronicles - Leveraging Large Language Models (LLMs) for Temporal Relations Extraction in Oncological Electronic Health Records Vishakha Sharma author Andres Fernandez author Andrei Ioanovici author David Talby author Frederik Buijs author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication sharma-etal-2024-lexicans 10.18653/v1/2024.clinicalnlp-1.38 https://aclanthology.org/2024.clinicalnlp-1.38/ 2024-06 394 405 Team NLPeers at Chemotimelines 2024: Evaluation of two timeline extraction methods, can generative LLM do it all or is smaller model fine-tuning still relevant ? Nesrine Bannour author Judith Jeyafreeda Andrew author Marc Vincent author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication bannour-etal-2024-team 10.18653/v1/2024.clinicalnlp-1.39 https://aclanthology.org/2024.clinicalnlp-1.39/ 2024-06 406 416 KCLab at Chemotimelines 2024: End-to-end system for chemotherapy timeline extraction – Subtask2 Yukun Tan author Merve Dede author Ken Chen author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication tan-etal-2024-kclab 10.18653/v1/2024.clinicalnlp-1.40 https://aclanthology.org/2024.clinicalnlp-1.40/ 2024-06 417 421 Project PRIMUS at EHRSQL 2024 : Text-to-SQL Generation using Large Language Model for EHR Analysis Sourav Joy author Rohan Ahmed author Argha Saha author Minhaj Habil author Utsho Das author Partha Bhowmik author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication joy-etal-2024-project 10.18653/v1/2024.clinicalnlp-1.41 https://aclanthology.org/2024.clinicalnlp-1.41/ 2024-06 422 427 NYULangone at Chemotimelines 2024: Utilizing Open-Weights Large Language Models for Chemotherapy Event Extraction Jeff Zhang author Yin Aphinyanaphongs author Anthony Cardillo author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication zhang-etal-2024-nyulangone 10.18653/v1/2024.clinicalnlp-1.42 https://aclanthology.org/2024.clinicalnlp-1.42/ 2024-06 428 430 AIRI NLP Team at EHRSQL 2024 Shared Task: T5 and Logistic Regression to the Rescue Oleg Somov author Alexey Dontsov author Elena Tutubalina author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication somov-etal-2024-airi 10.18653/v1/2024.clinicalnlp-1.43 https://aclanthology.org/2024.clinicalnlp-1.43/ 2024-06 431 438 IKIM at MEDIQA-M3G 2024: Multilingual Visual Question-Answering for Dermatology through VLM Fine-tuning and LLM Translations Marie Bauer author Constantin Seibold author Jens Kleesiek author Amin Dada author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication bauer-etal-2024-ikim 10.18653/v1/2024.clinicalnlp-1.44 https://aclanthology.org/2024.clinicalnlp-1.44/ 2024-06 439 447 NEUI at MEDIQA-M3G 2024: Medical VQA through consensus Ricardo García author Oscar Lithgow-Serrano author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication garcia-lithgow-serrano-2024-neui 10.18653/v1/2024.clinicalnlp-1.45 https://aclanthology.org/2024.clinicalnlp-1.45/ 2024-06 448 460 VerbaNexAI at MEDIQA-CORR: Efficacy of GRU with BioWordVec and ClinicalBERT in Error Correction in Clinical Notes Juan Pajaro author Edwin Puertas author David Villate author Laura Estrada author Laura Tinjaca author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication pajaro-etal-2024-verbanexai 10.18653/v1/2024.clinicalnlp-1.46 https://aclanthology.org/2024.clinicalnlp-1.46/ 2024-06 461 469 HSE NLP Team at MEDIQA-CORR 2024 Task: In-Prompt Ensemble with Entities and Knowledge Graph for Medical Error Correction Airat Valiev author Elena Tutubalina author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication valiev-tutubalina-2024-hse 10.18653/v1/2024.clinicalnlp-1.47 https://aclanthology.org/2024.clinicalnlp-1.47/ 2024-06 470 482 Wonder at Chemotimelines 2024: MedTimeline: An End-to-End NLP System for Timeline Extraction from Clinical Narratives Liwei Wang author Qiuhao Lu author Rui Li author Sunyang Fu author Hongfang Liu author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication wang-etal-2024-wonder 10.18653/v1/2024.clinicalnlp-1.48 https://aclanthology.org/2024.clinicalnlp-1.48/ 2024-06 483 487 Edinburgh Clinical NLP at MEDIQA-CORR 2024: Guiding Large Language Models with Hints Aryo Gema author Chaeeun Lee author Pasquale Minervini author Luke Daines author T Simpson author Beatrice Alex author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication gema-etal-2024-edinburgh-clinical 10.18653/v1/2024.clinicalnlp-1.49 https://aclanthology.org/2024.clinicalnlp-1.49/ 2024-06 488 501 UMass-BioNLP at MEDIQA-M3G 2024: DermPrompt - A Systematic Exploration of Prompt Engineering with GPT-4V for Dermatological Diagnosis Parth Vashisht author Abhilasha Lodha author Mukta Maddipatla author Zonghai Yao author Avijit Mitra author Zhichao Yang author Sunjae Kwon author Junda Wang author Hong Yu author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication vashisht-etal-2024-umass 10.18653/v1/2024.clinicalnlp-1.50 https://aclanthology.org/2024.clinicalnlp-1.50/ 2024-06 502 525 KU-DMIS at MEDIQA-CORR 2024: Exploring the Reasoning Capabilities of Small Language Models in Medical Error Correction Hyeon Hwang author Taewhoo Lee author Hyunjae Kim author Jaewoo Kang author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication hwang-etal-2024-ku 10.18653/v1/2024.clinicalnlp-1.51 https://aclanthology.org/2024.clinicalnlp-1.51/ 2024-06 526 536 CLD-MEC at MEDIQA- CORR 2024 Task: GPT-4 Multi-Stage Clinical Chain of Thought Prompting for Medical Errors Detection and Correction Renad M Alzghoul author Abdulrahman Tabaza author Aya Abdelhaq author Ahmad Altamimi author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop 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10.18653/v1/2024.clinicalnlp-1.55 https://aclanthology.org/2024.clinicalnlp-1.55/ 2024-06 581 589 EM_Mixers at MEDIQA-CORR 2024: Knowledge-Enhanced Few-Shot In-Context Learning for Medical Error Detection and Correction Swati Rajwal author Eugene Agichtein author Abeed Sarker author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication rajwal-etal-2024-em 10.18653/v1/2024.clinicalnlp-1.56 https://aclanthology.org/2024.clinicalnlp-1.56/ 2024-06 590 595 Overview of the MEDIQA-CORR 2024 Shared Task on Medical Error Detection and Correction Asma Ben Abacha author Wen-wai Yim author Yujuan Fu author Zhaoyi Sun author Fei Xia author Meliha Yetisgen author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication ben-abacha-etal-2024-overview 10.18653/v1/2024.clinicalnlp-1.57 https://aclanthology.org/2024.clinicalnlp-1.57/ 2024-06 596 603 UTSA-NLP at ChemoTimelines 2024: Evaluating Instruction-Tuned Language Models for Temporal Relation Extraction Xingmeng Zhao author Anthony Rios author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication zhao-rios-2024-utsa 10.18653/v1/2024.clinicalnlp-1.58 https://aclanthology.org/2024.clinicalnlp-1.58/ 2024-06 604 615 WangLab at MEDIQA-CORR 2024: Optimized LLM-based Programs for Medical Error Detection and Correction Augustin Toma author Ronald Xie author Steven Palayew 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https://aclanthology.org/2024.clinicalnlp-1.60/ 2024-06 624 634 LG AI Research & KAIST at EHRSQL 2024: Self-Training Large Language Models with Pseudo-Labeled Unanswerable Questions for a Reliable Text-to-SQL System on EHRs Yongrae Jo author Seongyun Lee author Minju Seo author Sung Ju Hwang author Moontae Lee author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication jo-etal-2024-lg 10.18653/v1/2024.clinicalnlp-1.61 https://aclanthology.org/2024.clinicalnlp-1.61/ 2024-06 635 643 Overview of the EHRSQL 2024 Shared Task on Reliable Text-to-SQL Modeling on Electronic Health Records Gyubok Lee author Sunjun Kweon author Seongsu Bae author Edward Choi author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication lee-etal-2024-overview 10.18653/v1/2024.clinicalnlp-1.62 https://aclanthology.org/2024.clinicalnlp-1.62/ 2024-06 644 654 Saama Technologies at EHRSQL 2024: SQL Generation through Classification Answer Selector by LLM Mohammed Jabir author Kamal Kanakarajan author Malaikannan Sankarasubbu author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication jabir-etal-2024-saama 10.18653/v1/2024.clinicalnlp-1.63 https://aclanthology.org/2024.clinicalnlp-1.63/ 2024-06 655 671 KU-DMIS at EHRSQL 2024 : Generating SQL query via question templatization in EHR Hajung Kim author Chanhwi Kim author Hoonick 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10.18653/v1/2024.clinicalnlp-1.65 https://aclanthology.org/2024.clinicalnlp-1.65/ 2024-06 687 696 LTRC-IIITH at EHRSQL 2024: Enhancing Reliability of Text-to-SQL Systems through Abstention and Confidence Thresholding Jerrin Thomas author Pruthwik Mishra author Dipti Sharma author Parameswari Krishnamurthy author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben Abacha editor Steven Bethard editor Kirk Roberts editor Danielle Bitterman editor Association for Computational Linguistics Mexico City, Mexico conference publication thomas-etal-2024-ltrc 10.18653/v1/2024.clinicalnlp-1.66 https://aclanthology.org/2024.clinicalnlp-1.66/ 2024-06 697 702 LTRC-IIITH at MEDIQA-M3G 2024: Medical Visual Question Answering with Vision-Language Models Jerrin Thomas author Sushvin Marimuthu author Parameswari Krishnamurthy author 2024-06 text Proceedings of the 6th Clinical Natural Language Processing Workshop Tristan Naumann editor Asma Ben 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