Marc Brinner
4 papers · 2022–2026 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Research topics
Keywords
text classification
(2)
gradient-based optimization
(1)
knowledge distillation
(1)
bert model
(1)
rationale extraction
(1)
sentence embedding
(1)
rationale generation
(1)
transformer classifier
(1)
dataset construction
(1)
human annotation alignment
(1)
explainable classification
(1)
neural network
(1)
extractive explanation
(1)
hypothesis detection
(1)
scientific abstract analysis
(1)
aspect-specific embedding
(1)
unsupervised framework
(1)
end-to-end differentiable training
(1)
input mask optimization
(1)
embedding decoding
(1)
Papers
SemCSE-Multi: Multifaceted and Decodable Embeddings for Aspect-Specific and Interpretable Scientific Domain Mapping
ACL 2026
Rationalizing Transformer Predictions via End-To-End Differentiable Self-Training
EMNLP 2024
Model Interpretability and Rationale Extraction by Input Mask Optimization
ACL 2023
Linking a Hypothesis Network From the Domain of Invasion Biology to a Corpus of Scientific Abstracts: The INAS Dataset
AACL 2022