Search Results for author: Tom Ayoola

Found 3 papers, 2 papers with code

ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity Linking

3 code implementations NAACL (ACL) 2022 Tom Ayoola, Shubhi Tyagi, Joseph Fisher, Christos Christodoulopoulos, Andrea Pierleoni

The model is capable of generalising to large-scale knowledge bases such as Wikidata (which has 15 times more entities than Wikipedia) and of zero-shot entity linking.

 Ranked #1 on Entity Linking on WebQSP-WD (using extra training data)

Entity Disambiguation Entity Linking +1

Improving Entity Disambiguation by Reasoning over a Knowledge Base

3 code implementations NAACL 2022 Tom Ayoola, Joseph Fisher, Andrea Pierleoni

Recent work in entity disambiguation (ED) has typically neglected structured knowledge base (KB) facts, and instead relied on a limited subset of KB information, such as entity descriptions or types.

Entity Disambiguation

End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs

no code implementations EMNLP 2021 Armin Oliya, Amir Saffari, Priyanka Sen, Tom Ayoola

Our model only needs the question text and the answer entities to train, and delivers a stand-alone QA model that does not require an additional ER component to be supplied during runtime.

Entity Resolution Knowledge Graphs +1

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