Controlled semantic perturbations and selective robustness training with entity masking and adversarial objectives mitigate the typical robustness-accuracy trade-off in publication type and study design classification.
Fifty Ways to Tag your Pubtypes: Multi-Tagger, a Set of Probabilistic Publication Type and Study Design Taggers to Support Biomedical Indexing and Evidence-Based Medicine
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Robust Biomedical Publication Type and Study Design Classification with Knowledge-Guided Perturbations
Controlled semantic perturbations and selective robustness training with entity masking and adversarial objectives mitigate the typical robustness-accuracy trade-off in publication type and study design classification.