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Favoris ; Entities AND Entity linking

Common descendants

Entity linking

38 Documents

anhaidgroup/deepmatcher: Python package for performing Entity and Text Matching using Deep Learning.

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2023-09-20 About

Getting started with DeepMatcher.ipynb - Colaboratory

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2023-09-20 About

Entity Embedding Completion for Wide-Coverage Entity Disambiguation

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2022-12-11 About

[2006.01969] REL: An Entity Linker Standing on the Shoulders of Giants

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2022-07-12 About

[2204.08173] TABi: Type-Aware Bi-Encoders for Open-Domain Entity Retrieval

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2022-05-11 About

SapienzaNLP/extend: Entity Disambiguation as text extraction (ACL 2022)

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2022-04-19 About

[1909.00426] Global Entity Disambiguation with BERT

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2022-04-18 About

Building Transformer-Based Entity Linking System | by izuna385 | Medium (2021)

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2022-03-23 About

Linking Entities with Knowledge Graphs | by Sigurd Berglann | Strise | Medium

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2021-02-05 About

[2010.00904] Autoregressive Entity Retrieval

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2021-01-14 About

Disambiguating KBpedia Knowledge Graph Concepts

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2020-05-03 About

[1911.03814] Scalable Zero-shot Entity Linking with Dense Entity Retrieval

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2020-05-02 About

Sebastian Riedel sur Twitter : Happy to introduce BLINK, the @facebookai open-source entity linker!...

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2020-05-02 About

Martynas Jusevicius sur Twitter : "Is there a solution for entity recognition that would use a local #KnowledgeGraph to look for matches? Ideally any SPARQL datasource..."

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2020-03-13 About

AmbiverseNLU: A Natural Language Understanding suite by Max Planck Institute for Informatics

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2020-03-13 About

Trust, but verify! Better entity linking through automatic verification (2017)

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2020-01-10 About

A Joint Model for Entity Analysis: Coreference, Typing, and Linking (Greg Durrett, Dan Klein 2014)

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2020-01-09 About

[2003.05473] Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity Linking (CoNNL 2019)

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Training BERT-base-uncased on English Wikipedia and then fine-tuned and evaluating it
on an entity linking (EL) benchmark (EL implemented as a token classification over the entity vocabulary)

> BERT+Entity is a straightforward extension on top
of BERT, i.e. we initialize BERT with the publicly
available weights from the BERT-base-uncased
model and add an output classification layer on
top of the architecture. Given a contextualized token,
the classifier computes the probability of an
entity link for each entry in the entity vocabulary.

Can BERT’s architecture learn all entity
linking steps jointly? To answer:

> an extreme
simplification of the **entity linking setup that
works surprisingly well**: simply cast it as **a
per token classification over the entire entity
vocabulary** (over 700K classes in our case).

> the model
is the first that performs entity linking without any
pipeline or any heuristics, compared to all prior
approaches. We found that with our approach we
can learn additional entity knowledge in BERT that
helps in entity linking. **However, we also found
that almost none of the downstream tasks really
required entity knowledge**.

### Related work

- > [Durrett and Klein (2014)](/doc/2020/01/a_joint_model_for_entity_analys) were the first to propose
jointly modelling Mention detection, Candidate generation and Entity disambiguation in a graphical
model and could show that each of those steps are
interdependent and benefit from a joint objective

This paper uses neural techniques instead of CRF.

- > [Yamada](/showprop.do?pptyuri=http%3A%2F%2Fwww.semanlink.net%2F2001%2F00%2Fsemanlink-schema%23arxiv_author&pptyval=Ikuya%2BYamada) (2016, 2017) was the first to
investigate neural text representations and entity
linking, but their approach is limited to ED.

cf. [#Wikipedia2Vec](tag:wikipedia2vec). Compare with [newer work by Yamada](doc:2020/09/1909_01259_neural_attentive_b)

2020-01-09 About

[2001.01447] Improving Entity Linking by Modeling Latent Entity Type Information

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2020-01-09 About

Nandana Mihindukulasooriya sur Twitter : "I wonder if there is a service for disambiguation and entity linking for @wikidata where I can pass a text and get Wikidata entities mentioned in it!

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2019-07-13 About

Sofie Van Landeghem: Entity linking functionality in spaCy (spaCy IRL 2019) - Slides

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2019-07-13 About

Sofie Van Landeghem: Entity linking functionality in spaCy (spaCy IRL 2019) - YouTube

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2019-07-13 About

Entity Linking with a Knowledge Base: Issues, Techniques, and Solutions. W Shen (2015)

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2019-05-14 About

[1810.09164] Named Entity Disambiguation using Deep Learning on Graphs

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2019-04-26 About

[1802.01021] DeepType: Multilingual Entity Linking by Neural Type System Evolution

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2019-04-25 About

Entity Linking | NLP-progress

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2019-04-25 About

Collective List-Only Entity Linking: A Graph-Based Approach - IEEE Journals & Magazine (2018)

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List-only Entity Linking

2019-04-24 About

Entity Linking via Symmetrical Attention-Based Neural Network and Entity Structural Features (2019)

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Entity linking

2019-04-24 About

Name List Only? Target Entity Disambiguation in Short Texts - ACL Anthology (2015)

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2019-04-24 About

List-only Entity Linking - ACL Anthology (2017)

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2019-04-24 About

Dandelion API - Semantic Text Analytics as a service

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2019-04-24 About

[1807.06036] Pangloss: Fast Entity Linking in Noisy Text Environments

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2019-04-23 About

[1808.07699] End-to-End Neural Entity Linking

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2019-04-23 About

[1601.01343] Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation

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2019-01-27 About

Combining word and entity embeddings for entity linking (ESWC 2017)

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2017-12-30 About

Dexter, an Open Source Framework for Entity Linking

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2014-10-20 About

From Linked Data to Linked Entities: a Migration Path - Giovanni Bartolomeo, Stefano Salsano

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2012-04-20 About

Linked Data Entity Extraction with Zemanta and OpenCalais - benjamin nowack's blog

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2010-08-12 About