View on GitHub

NLP-progress

Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

Entity Linking

Entity Linking (EL) can be defined in two approaches:

Example:

Barack Obama was born in Hawaï
https://en.wikipedia.org/wiki/Barack_Obama https://en.wikipedia.org/wiki/Barack_Obama O O O https://en.wikipedia.org/wiki/Hawaii

More in details in this survey

AIDA CoNLL-YAGO Dataset

The AIDA CoNLL-YAGO Dataset contains assignments of entities to the mentions of named entities annotated for the original CoNLL 2003 NER task. The entities are identified by YAGO2 entity name, by Wikipedia URL, or by Freebase mid. Approaches are evaluated based on span-based F1.

Approach F1 Paper / Source
Radhakrishnan et al. (2018) 93.7 ELDEN: Improved Entity Linking using Densified Knowledge Graphs
Le et al. (2018) 93.07 Improving Entity Linking by Modeling Latent Relations between Mentions

Go back to the README