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Named Entity Recognition

205 papers with code · Natural Language Processing

Named entity recognition (NER) is the task of tagging entities in text with their corresponding type. Approaches typically use BIO notation, which differentiates the beginning (B) and the inside (I) of entities. O is used for non-entity tokens.

Example:

Mark Watney visited Mars
B-PER I-PER O B-LOC

( Image credit: Zalando )

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Latest papers with code

A Dataset of German Legal Documents for Named Entity Recognition

29 Mar 2020elenanereiss/Legal-Entity-Recognition

We describe a dataset developed for Named Entity Recognition in German federal court decisions.

NAMED ENTITY RECOGNITION

8
29 Mar 2020

Word2Vec: Optimal Hyper-Parameters and Their Impact on NLP Downstream Tasks

23 Mar 2020tosingithub/sdesk

However, wrong combination of hyper-parameters can produce poor quality vectors.

NAMED ENTITY RECOGNITION SENTIMENT ANALYSIS

7
23 Mar 2020

Beheshti-NER: Persian Named Entity Recognition Using BERT

19 Mar 2020sEhsanTaher/Beheshti-NER

In this paper, we use the pre-trained deep bidirectional network, BERT, to make a model for named entity recognition in Persian.

LANGUAGE MODELLING NAMED ENTITY RECOGNITION PART-OF-SPEECH TAGGING QUESTION ANSWERING

4
19 Mar 2020

Stanza: A Python Natural Language Processing Toolkit for Many Human Languages

16 Mar 2020stanfordnlp/stanza

We introduce Stanza, an open-source Python natural language processing toolkit supporting 66 human languages.

COREFERENCE RESOLUTION DEPENDENCY PARSING LEMMATIZATION NAMED ENTITY RECOGNITION RELATION EXTRACTION TOKENIZATION

3,895
16 Mar 2020

Improving Neural Named Entity Recognition with Gazetteers

6 Mar 2020hltcoe/gazetteer-collection

The goal of this work is to improve the performance of a neural named entity recognition system by adding input features that indicate a word is part of a name included in a gazetteer.

NAMED ENTITY RECOGNITION

1
06 Mar 2020

Neural Cross-Lingual Transfer and Limited Annotated Data for Named Entity Recognition in Danish

5 Mar 2020bplank/danish_ner_transfer

Named Entity Recognition (NER) has greatly advanced by the introduction of deep neural architectures.

CROSS-LINGUAL TRANSFER NAMED ENTITY RECOGNITION

2
05 Mar 2020

Med7: a transferable clinical natural language processing model for electronic health records

3 Mar 2020kormilitzin/med7

In this work we introduced a named-entity recognition model for clinical natural language processing.

NAMED ENTITY RECOGNITION REPRESENTATION LEARNING TRANSFER LEARNING

49
03 Mar 2020

PhoBERT: Pre-trained language models for Vietnamese

2 Mar 2020VinAIResearch/PhoBERT

We present PhoBERT with two versions of "base" and "large"--the first public large-scale monolingual language models pre-trained for Vietnamese.

NAMED ENTITY RECOGNITION NATURAL LANGUAGE INFERENCE PART-OF-SPEECH TAGGING

131
02 Mar 2020

AraBERT: Transformer-based Model for Arabic Language Understanding

28 Feb 2020aub-mind/araBERT

Recently, with the surge of transformers based models, language-specific BERT based models have proven to be very efficient at language understanding, provided they are pre-trained on a very large corpus.

NAMED ENTITY RECOGNITION QUESTION ANSWERING SENTIMENT ANALYSIS

33
28 Feb 2020

Detecting Potential Topics In News Using BERT, CRF and Wikipedia

26 Feb 2020swapniljadhav1921/bert_crf_topic_detection

For a news content distribution platform like Dailyhunt, Named Entity Recognition is a pivotal task for building better user recommendation and notification algorithms.

NAMED ENTITY RECOGNITION

7
26 Feb 2020