Iain Marshall

13 papers · 2016–2023 · 4 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌉 Interdisciplinary Bridge · Silver 🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🐣 Hot Topic Early Bird 🗺️ Taxonomy Completionist (23)

🌱 Topic Pioneer 💎 Century Club · Bronze ❓ The Questioner 🗃️ Keyword Collector (57) 🔥 Unstoppable · Bronze

Venues

ACL (5) EMNLP (4) NAACL (3) EACL (1)

Top co-authors

Byron Wallace (8) Byron C. Wallace (5) Ani Nenkova (4) Benjamin Nye (3) Junyi Jessy Li (3) Yinfei Yang (2) Roma Patel (2) Thomas Trikalinos (1) Sanjana Ramprasad (1) Jay DeYoung (1)

Research topics

Natural Language Processing (9) Machine Learning (7) Healthcare & Medicine (5) Applications (5) Clinical (5) Artificial Intelligence (4) Application Areas (4) Core AI (4) Generation (4) Core Methods (2) Learning Types (2) Interdisciplinary (1) Linguistics (1) Resources & Methods (1)

Keywords

information extraction (3) clinical text (2) text summarization (2) systematic review (2) named entity recognition (2) clinical trial (2) multi-document summarization (2) large language model (2) medical evidence (2) medical text (1) machine reading comprehension (1) sequence tagging (1) text mining (1) text simplification (1) multi-label classification (1) risk assessment (1) relation extraction (1) distributed representation (1) biomedical domain (1) masked language model (1)

Papers

Appraising the Potential Uses and Harms of LLMs for Medical Systematic Reviews EMNLP 2023 Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current Challenges EACL 2023 Summarizing, Simplifying, and Synthesizing Medical Evidence using GPT-3 (with Varying Success) ACL 2023 Paragraph-level Simplification of Medical Texts NAACL 2021 What Would it Take to get Biomedical QA Systems into Practice? EMNLP 2021 Evidence Inference 2.0: More Data, Better Models ACL 2020 Trialstreamer: Mapping and Browsing Medical Evidence in Real-Time ACL 2020 Browsing Health: Information Extraction to Support New Interfaces for Accessing Medical Evidence NAACL 2019 A Corpus with Multi-Level Annotations of Patients, Interventions and Outcomes to Support Language Processing for Medical Literature ACL 2018 Structured Multi-Label Biomedical Text Tagging via Attentive Neural Tree Decoding EMNLP 2018 Syntactic Patterns Improve Information Extraction for Medical Search NAACL 2018 Automating Biomedical Evidence Synthesis: RobotReviewer ACL 2017 Rationale-Augmented Convolutional Neural Networks for Text Classification EMNLP 2016