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Named Entity Recognition (NER)

104 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

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Latest papers with code

A Silver Standard Corpus of Human Phenotype-Gene Relations

26 Mar 2019lasigeBioTM/PGR

This paper presents the Phenotype-Gene Relations (PGR) corpus, a silver standard corpus of human phenotype and gene annotations and their relations.

NAMED ENTITY RECOGNITION (NER) RELATION EXTRACTION

1
26 Mar 2019

Entity Recognition at First Sight: Improving NER with Eye Movement Information

26 Feb 2019DS3Lab/ner-at-first-sight

Previous research shows that eye-tracking data contains information about the lexical and syntactic properties of text, which can be used to improve natural language processing models.

NAMED ENTITY RECOGNITION (NER)

5
26 Feb 2019

Polyglot Contextual Representations Improve Crosslingual Transfer

26 Feb 2019pmulcaire/rosita

We introduce Rosita, a method to produce multilingual contextual word representations by training a single language model on text from multiple languages.

DEPENDENCY PARSING LANGUAGE MODELLING NAMED ENTITY RECOGNITION (NER) REPRESENTATION LEARNING SEMANTIC ROLE LABELING

3
26 Feb 2019

MedMentions: A Large Biomedical Corpus Annotated with UMLS Concepts

25 Feb 2019chanzuckerberg/MedMentions

This paper presents the formal release of MedMentions, a new manually annotated resource for the recognition of biomedical concepts.

ENTITY LINKING NAMED ENTITY RECOGNITION (NER)

37
25 Feb 2019

A Smoother Way to Train Structured Prediction Models

NeurIPS 2018 krishnap25/casimir

We present a framework to train a structured prediction model by performing smoothing on the inference algorithm it builds upon.

NAMED ENTITY RECOGNITION (NER) OBJECT LOCALIZATION STRUCTURED PREDICTION

0
08 Feb 2019

Multilingual NER Transfer for Low-resource Languages

1 Feb 2019afshinrahimi/mmner

In massively multilingual transfer NLP models over many source languages are applied to a low-resource target language.

NAMED ENTITY RECOGNITION (NER)

4
01 Feb 2019

BioBERT: a pre-trained biomedical language representation model for biomedical text mining

25 Jan 2019SachitNayak/biomed

However, as deep learning models require a large amount of training data, applying deep learning to biomedical text mining is often unsuccessful due to the lack of training data in biomedical fields.

NAMED ENTITY RECOGNITION (NER) QUESTION ANSWERING RELATION EXTRACTION

0
25 Jan 2019

A Tweet Dataset Annotated for Named Entity Recognition and Stance Detection

15 Jan 2019dkucuk/Tweet-Dataset-NER-SD

Annotated datasets in different domains are critical for many supervised learning-based solutions to related problems and for the evaluation of the proposed solutions.

NAMED ENTITY RECOGNITION (NER) STANCE DETECTION

5
15 Jan 2019

Few-shot classification in Named Entity Recognition Task

14 Dec 2018Fritz449/ProtoNER

For many natural language processing (NLP) tasks the amount of annotated data is limited.

META-LEARNING METRIC LEARNING NAMED ENTITY RECOGNITION (NER) TRANSFER LEARNING ZERO-SHOT LEARNING

9
14 Dec 2018