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

They Exist! Introducing Plural Mentions to Coreference Resolution and Entity Linking

emorynlp/character-mining COLING 2018

To the best of our knowledge, this is the first time that plural mentions are thoroughly analyzed for these two resolution tasks.

ERNIE: Enhanced Language Representation with Informative Entities

thunlp/ERNIE ACL 2019

Neural language representation models such as BERT pre-trained on large-scale corpora can well capture rich semantic patterns from plain text, and be fine-tuned to consistently improve the performance of various NLP tasks.

Learning Dynamic Context Augmentation for Global Entity Linking

YoungXiyuan/DCA IJCNLP 2019

Despite of the recent success of collective entity linking (EL) methods, these "global" inference methods may yield sub-optimal results when the "all-mention coherence" assumption breaks, and often suffer from high computational cost at the inference stage, due to the complex search space.

Information Extraction of Clinical Trial Eligibility Criteria

facebookresearch/Clinical-Trial-Parser 12 Jun 2020

Clinical trials predicate subject eligibility on a diversity of criteria ranging from patient demographics to food allergies.

DWIE: an entity-centric dataset for multi-task document-level information extraction

klimzaporojets/DWIE 26 Sep 2020

Second, the document-level multi-task annotations require the models to transfer information between entity mentions located in different parts of the document, as well as between different tasks, in a joint learning setting.

Autoregressive Entity Retrieval

facebookresearch/GENRE ICLR 2021

For instance, Encyclopedias such as Wikipedia are structured by entities (e. g., one per Wikipedia article).

Robustness Gym: Unifying the NLP Evaluation Landscape

robustness-gym/robustness-gym NAACL 2021

Despite impressive performance on standard benchmarks, deep neural networks are often brittle when deployed in real-world systems.

Multimodal Entity Linking for Tweets

OA256864/MEL_Tweets 7 Apr 2021

In many information extraction applications, entity linking (EL) has emerged as a crucial task that allows leveraging information about named entities from a knowledge base.

Community Question Answering Entity Linking via Leveraging Auxiliary Data

yhleeee/cqa_entitylinking 24 May 2022

Community Question Answering (CQA) platforms contain plenty of CQA texts (i. e., questions and answers corresponding to the question) where named entities appear ubiquitously.

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

amazon-research/ReFinED NAACL (ACL) 2022

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.