Machine knowledge: Creation and curation of comprehensive knowledge bases

G Weikum, XL Dong, S Razniewski… - … and Trends® in …, 2021 - nowpublishers.com
Equip** machines with comprehensive knowledge of the world's entities and their
relationships has been a longstanding goal of AI. Over the last decade, large-scale …

The state of the art in semantic representation

O Abend, A Rappoport - Proceedings of the 55th Annual Meeting …, 2017 - aclanthology.org
Semantic representation is receiving growing attention in NLP in the past few years, and
many proposals for semantic schemes (eg, AMR, UCCA, GMB, UDS) have been put forth …

Fast, effective, and self-supervised: Transforming masked language models into universal lexical and sentence encoders

F Liu, I Vulić, A Korhonen, N Collier - arxiv preprint arxiv:2104.08027, 2021 - arxiv.org
Pretrained Masked Language Models (MLMs) have revolutionised NLP in recent years.
However, previous work has indicated that off-the-shelf MLMs are not effective as universal …

[PDF][PDF] The Ontolex-Lemon model: development and applications

JP McCrae, J Bosque-Gil, J Gracia… - Proceedings of eLex …, 2017 - john.mccr.ae
The lemon model has become the primary mechanism for the representation of lexical data
on the Semantic Web. The lemon model has been further developed in the context of the …

Semantic specialization of distributional word vector spaces using monolingual and cross-lingual constraints

N Mrkšić, I Vulić, DÓ Séaghdha, I Leviant… - Transactions of the …, 2017 - direct.mit.edu
Abstract We present Attract-Repel, an algorithm for improving the semantic quality of word
vectors by injecting constraints extracted from lexical resources. Attract-Repel facilitates the …

LexFit: Lexical fine-tuning of pretrained language models

I Vulić, EM Ponti, A Korhonen… - Proceedings of the 59th …, 2021 - aclanthology.org
Transformer-based language models (LMs) pretrained on large text collections implicitly
store a wealth of lexical semantic knowledge, but it is non-trivial to extract that knowledge …

A glimpse into Babel: an analysis of multilinguality in Wikidata

LA Kaffee, A Piscopo, P Vougiouklis, E Simperl… - Proceedings of the 13th …, 2017 - dl.acm.org
Multilinguality is an important topic for knowledge bases, especially Wikidata, that was build
to serve the multilingual requirements of an international community. Its labels are the way …

[PDF][PDF] Multilingual Word Sense Disambiguation and Entity Linking for Everybody.

A Moro, F Cecconi, R Navigli - ISWC (Posters & Demos), 2014 - Citeseer
In this paper we present a Web interface and a RESTful API for our state-of-the-art
multilingual word sense disambiguation and entity linking system. The Web interface has …

Background knowledge in ontology matching: A survey

J Portisch, M Hladik, H Paulheim - Semantic Web, 2024 - journals.sagepub.com
Ontology matching is an integral part for establishing semantic interoperability. One of the
main challenges within the ontology matching operation is semantic heterogeneity, ie …

Machine translation using semantic web technologies: A survey

D Moussallem, M Wauer, ACN Ngomo - Journal of Web Semantics, 2018 - Elsevier
A large number of machine translation approaches have recently been developed to
facilitate the fluid migration of content across languages. However, the literature suggests …