Entity Linking

234 papers with code • 24 benchmarks • 38 datasets

Assigning a unique identity to entities (such as famous individuals, locations, or companies) mentioned in text (Source: Wikipedia).

Libraries

Use these libraries to find Entity Linking models and implementations

Most implemented papers

Named Entity Recognition with Bidirectional LSTM-CNNs

zalandoresearch/flair TACL 2016

Named entity recognition is a challenging task that has traditionally required large amounts of knowledge in the form of feature engineering and lexicons to achieve high performance.

Zero-Shot Entity Linking by Reading Entity Descriptions

lajanugen/zeshel ACL 2019

First, we show that strong reading comprehension models pre-trained on large unlabeled data can be used to generalize to unseen entities.

Scalable Zero-shot Entity Linking with Dense Entity Retrieval

facebookresearch/BLINK EMNLP 2020

This paper introduces a conceptually simple, scalable, and highly effective BERT-based entity linking model, along with an extensive evaluation of its accuracy-speed trade-off.

KILT: a Benchmark for Knowledge Intensive Language Tasks

facebookresearch/KILT NAACL 2021

We test both task-specific and general baselines, evaluating downstream performance in addition to the ability of the models to provide provenance.

Efficient One-Pass End-to-End Entity Linking for Questions

facebookresearch/BLINK EMNLP 2020

We present ELQ, a fast end-to-end entity linking model for questions, which uses a biencoder to jointly perform mention detection and linking in one pass.

Visual FUDGE: Form Understanding via Dynamic Graph Editing

herobd/FUDGE 17 May 2021

FUDGE edits the graph structure by combining text segments (graph vertices) and pruning edges in an iterative fashion to obtain the final text entities and relationships.

WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Types

wangxw5/wikidiverse ACL 2022

In this paper, we present WikiDiverse, a high-quality human-annotated MEL dataset with diversified contextual topics and entity types from Wikinews, which uses Wikipedia as the corresponding knowledge base.

Reveal the Unknown: Out-of-Knowledge-Base Mention Discovery with Entity Linking

krr-oxford/blinkout 14 Feb 2023

We propose BLINKout, a new BERT-based Entity Linking (EL) method which can identify mentions that do not have corresponding KB entities by matching them to a special NIL entity.

Improving Entity Linking by Modeling Latent Relations between Mentions

lephong/mulrel-nel ACL 2018

Entity linking involves aligning textual mentions of named entities to their corresponding entries in a knowledge base.

Hierarchical Losses and New Resources for Fine-grained Entity Typing and Linking

chanzuckerberg/MedMentions ACL 2018

Extraction from raw text to a knowledge base of entities and fine-grained types is often cast as prediction into a flat set of entity and type labels, neglecting the rich hierarchies over types and entities contained in curated ontologies.