Search Results for author: Günter Neumann

Found 7 papers, 5 papers with code

MedDistant19: Towards an Accurate Benchmark for Broad-Coverage Biomedical Relation Extraction

1 code implementation COLING 2022 Saadullah Amin, Pasquale Minervini, David Chang, Pontus Stenetorp, Günter Neumann

Relation extraction in the biomedical domain is challenging due to the lack of labeled data and high annotation costs, needing domain experts.

Relation Extraction

Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical Texts

1 code implementation BioNLP (ACL) 2022 Saadullah Amin, Noon Pokaratsiri Goldstein, Morgan Kelly Wixted, Alejandro García-Rudolph, Catalina Martínez-Costa, Günter Neumann

Despite the advances in digital healthcare systems offering curated structured knowledge, much of the critical information still lies in large volumes of unlabeled and unstructured clinical texts.

Cross-Lingual Transfer De-identification +2

Temporal Knowledge Graph Reasoning with Low-rank and Model-agnostic Representations

1 code implementation RepL4NLP (ACL) 2022 Ioannis Dikeoulias, Saadullah Amin, Günter Neumann

Temporal knowledge graph completion (TKGC) has become a popular approach for reasoning over the event and temporal knowledge graphs, targeting the completion of knowledge with accurate but missing information.

Knowledge Graph Embedding Temporal Knowledge Graph Completion +1

LowFER: Low-rank Bilinear Pooling for Link Prediction

1 code implementation ICML 2020 Saadullah Amin, Stalin Varanasi, Katherine Ann Dunfield, Günter Neumann

Bilinear models, while expressive, are prone to overfitting and lead to quadratic growth of parameters in number of relations.

Link Prediction Relational Reasoning

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