Hyperbolic Embeddings
Related Papers
Inferring Concept Hierarchies from Text Corpora via Hyperbolic Embeddings
AbstractWe consider the task of inferring “is-a” relationships from large text corpora. For this purpose, we propose a new method combining hyperbolic embeddings and Hearst patterns. This approach allows us …...
Knowledge Association with Hyperbolic Knowledge Graph Embeddings
AbstractCapturing associations for knowledge graphs (KGs) through entity alignment, entity type inference and other related tasks benefits NLP applications with comprehensive knowledge representations. Recent related methods built on Euclidean embeddings …...
Extracting Event Temporal Relations via Hyperbolic Geometry
AbstractDetecting events and their evolution through time is a crucial task in natural language understanding. Recent neural approaches to event temporal relation extraction typically map events to embeddings in the …...
Joint Learning of Hyperbolic Label Embeddings for Hierarchical Multi-label Classification
AbstractWe consider the problem of multi-label classification, where the labels lie on a hierarchy. However, unlike most existing works in hierarchical multi-label classification, we do not assume that the label-hierarchy …...
Sinhala Sentence Embedding: A Two-Tiered Structure for Low-Resource Languages
In the process of numerically modeling natural languages, developing language embeddings is a vital step. However, it is challenging to develop functional embeddings for resource- poor languages such as Sinhala, …...
Label-Aware Hyperbolic Embeddings for Fine-grained Emotion Classification
AbstractFine-grained emotion classification (FEC) is a challenging task. Specifically, FEC needs to handle subtle nuance between labels, which can be complex and confusing. Most existing models only address text classification …...