Stefan Winkler
11 papers · 2015–2025 · 8 venues · across top CS/AI venues
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🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (36)
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Century Club · Bronze
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Deep Learning
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Healthcare & Medicine
(5)
Clinical
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Keywords
large language model
(5)
text classification
(2)
domain adaptation
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data augmentation
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reading comprehension
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transfer learning
(1)
maximum entropy
(1)
zero-shot learning
(1)
hierarchical classification
(1)
multi-label classification
(1)
uncertainty quantification
(1)
model calibration
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attention mechanism
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benchmark evaluation
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named entity recognition
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natural language processing
(1)
chain-of-thought reasoning
(1)
text summarization
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question answering
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semantic segmentation
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Papers
LLMs are not Zero-Shot Reasoners for Biomedical Information Extraction
NAACL 2025
MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues
AAAI 2025
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the CHATGPT Era and Beyond
EACL 2024
MaxEnt Loss: Constrained Maximum Entropy for Calibration under Out-of-Distribution Shift
AAAI 2024
M-QALM: A Benchmark to Assess Clinical Reading Comprehension and Knowledge Recall in Large Language Models via Question Answering
ACL 2024
Seemingly Plausible Distractors in Multi-Hop Reasoning: Are Large Language Models Attentive Readers?
EMNLP 2024
A Two-Stage Decoder for Efficient ICD Coding
ACL 2023
Team:PULSAR at ProbSum 2023:PULSAR: Pre-training with Extracted Healthcare Terms for Summarising Patients’ Problems and Data Augmentation with Black-box Large Language Models
ACL 2023
The Unusual Effectiveness of Averaging in GAN Training
ICLR 2019
Episodic CAMN: Contextual Attention-Based Memory Networks With Iterative Feedback for Scene Labeling
CVPR 2017
Inferring Painting Style with Multi-Task Dictionary Learning
IJCAI 2015