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3 months ago

Entity Linking meets Word Sense Disambiguation: a Unified Approach

{ro Roberto Navigli Andrea Moro Aless Raganato}

Entity Linking meets Word Sense Disambiguation: a Unified Approach

Abstract

Entity Linking (EL) and Word Sense Disambiguation (WSD) both address the lexical ambiguity of language. But while the two tasks are pretty similar, they differ in a fundamental respect: in EL the textual mention can be linked to a named entity which may or may not contain the exact mention, while in WSD there is a perfect match between the word form (better, its lemma) and a suitable word sense. In this paper we present Babelfy, a unified graph-based approach to EL and WSD based on a loose identification of candidate meanings coupled with a densest subgraph heuristic which selects high-coherence semantic interpretations. Our experiments show state-of-the-art performances on both tasks on 6 different datasets, including a multilingual setting. Babelfy is online at http://babelfy.org

Benchmarks

BenchmarkMethodologyMetrics
word-sense-disambiguation-on-knowledge-basedBabelfy
All: 65.5
SemEval 2007: 51.6
SemEval 2013: 66.4
SemEval 2015: **70.3**
Senseval 2: 67.0
Senseval 3: 63.5

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Entity Linking meets Word Sense Disambiguation: a Unified Approach | Papers | HyperAI