Matthias Samwald
5 papers · 2021–2023 · 3 venues · across top CS/AI venues
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Achievements
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🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge · Silver 🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (14) 👥 Mega-Team · Squad
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Keyword Pioneer
📈
Trend Setter
Venues
Top co-authors
Research topics
Machine Learning
(4)
Natural Language Processing
(4)
Resources & Methods
(3)
Deep Learning
(2)
Application Areas
(2)
Applications
(2)
Learning Types · Deep Learning
(2)
Learning Types · Machine Learning
(2)
Artificial Intelligence
(1)
Healthcare & Medicine
(1)
Core Methods
(1)
Learning Paradigms
(1)
Optimization & Theory
(1)
Research
(1)
Keywords
few-shot learning
(2)
nlp benchmark
(2)
zero-shot learning
(2)
model robustness
(1)
named entity recognition
(1)
language modeling
(1)
instruction tuning
(1)
evaluation metric
(1)
robustness evaluation
(1)
model reliability
(1)
dataset curation
(1)
model performance
(1)
systematic literature review
(1)
input perturbation
(1)
neural language model
(1)
biomedical natural language processing
(1)
biomedical nlp
(1)
large language model
(1)
word-level noise
(1)
data documentation
(1)
Papers
CSMeD: Bridging the Dataset Gap in Automated Citation Screening for Systematic Literature Reviews
NeurIPS 2023
A global analysis of metrics used for measuring performance in natural language processing
ACL 2022
BigBio: A Framework for Data-Centric Biomedical Natural Language Processing
NeurIPS 2022
Dataset Debt in Biomedical Language Modeling
ACL 2022
Evaluating the Robustness of Neural Language Models to Input Perturbations
EMNLP 2021