SOTAVerified

Named Entity Recognition (NER)

Named Entity Recognition (NER) is a task of Natural Language Processing (NLP) that involves identifying and classifying named entities in a text into predefined categories such as person names, organizations, locations, and others. The goal of NER is to extract structured information from unstructured text data and represent it in a machine-readable format. 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 )

Papers

Showing 25512600 of 2874 papers

TitleStatusHype
Experiments to Improve Named Entity Recognition on Turkish Tweets0
Analysis of Named Entity Recognition and Linking for Tweets0
POLYGLOT-NER: Massive Multilingual Named Entity Recognition0
Named Entity Recognition System for Dialectal Arabic0
The IUCL+ System: Word-Level Language Identification via Extended Markov Models0
Detecting Code-Switching in a Multilingual Alpine Heritage Corpus0
Cross-Lingual Part-of-Speech Tagging through Ambiguous Learning0
Combining Visual and Textual Features for Information Extraction from Online Flyers0
Type-Aware Distantly Supervised Relation Extraction with Linked Arguments0
Joint Inference for Knowledge Base Population0
Event Role Extraction using Domain-Relevant Word Representations0
GloVe: Global Vectors for Word RepresentationCode0
Analysing recall loss in named entity slot filling0
Joint Relational Embeddings for Knowledge-based Question Answering0
An Experimental Comparison of Active Learning Strategies for Partially Labeled Sequences0
Probabilistic Models of Cross-Lingual Semantic Similarity in Context Based on Latent Cross-Lingual Concepts Induced from Comparable Data0
Revisiting Embedding Features for Simple Semi-supervised Learning0
Word Semantic Representations using Bayesian Probabilistic Tensor Factorization0
CRF-based Named Entity Recognition @ICON 20130
10,000+ Times Accelerated Robust Subset Selection (ARSS)0
Feature-Frequency--Adaptive On-line Training for Fast and Accurate Natural Language Processing0
Targetable Named Entity Recognition in Social Media0
Fast High-Accuracy Part-of-Speech Tagging by Independent Classifiers0
Part of Speech Tagging for French Social Media Data0
What or Who is Multilingual Watson?0
A Hybrid Approach to Features Representation for Fine-grained Arabic Named Entity Recognition0
Comparable Study of Event Extraction in Newswire and Biomedical Domains0
Learning Sense-specific Word Embeddings By Exploiting Bilingual Resources0
Towards Semantic Validation of a Derivational Lexicon0
Political Tendency Identification in Twitter using Sentiment Analysis Techniques0
Key Event Detection in Video using ASR and Visual Data0
Ontology-based Technical Text Annotation0
Building English-Vietnamese Named Entity Corpus with Aligned Bilingual News Articles0
Application-Driven Relation Extraction with Limited Distant Supervision0
Word Clustering Based on Un-LP Algorithm0
Automatic Annotation of Parameters from Nanodevice Development Research Papers0
Optimizing annotation efforts to build reliable annotated corpora for training statistical models0
Integrated Tools for Query-driven Development of Light-weight Ontologies and Information Extraction Components0
UTU: Disease Mention Recognition and Normalization with CRFs and Vector Space Representations0
TMUNSW: Disorder Concept Recognition and Normalization in Clinical Notes for SemEval-2014 Task 70
DLIREC: Aspect Term Extraction and Term Polarity Classification System0
ECNU: A Combination Method and Multiple Features for Aspect Extraction and Sentiment Polarity Classification0
BioinformaticsUA: Concept Recognition in Clinical Narratives Using a Modular and Highly Efficient Text Processing Framework0
SZTE-NLP: Clinical Text Analysis with Named Entity Recognition0
MindLab-UNAL: Comparing Metamap and T-mapper for Medical Concept Extraction in SemEval 2014 Task 70
More or less supervised supersense tagging of Twitter0
ULisboa: Identification and Classification of Medical Concepts0
SemEval-2014 Task 7: Analysis of Clinical Text0
UniPi: Recognition of Mentions of Disorders in Clinical Text0
SeemGo: Conditional Random Fields Labeling and Maximum Entropy Classification for Aspect Based Sentiment Analysis0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ACE + document-contextF194.6Unverified
2LUKE 483MF194.3Unverified
3Co-regularized LUKEF194.22Unverified
4LUKE + SubRegWeigh (K-means)F194.2Unverified
5ASP+T5-3BF194.1Unverified
6FLERT XLM-RF194.09Unverified
7PL-MarkerF194Unverified
8CL-KLF193.85Unverified
9XLNet-GCNF193.82Unverified
10RoBERTa + SubRegWeigh (K-means)F193.81Unverified
#ModelMetricClaimedVerifiedStatus
1BERT-MRC+DSCF192.07Unverified
2PL-MarkerF191.9Unverified
3Baseline + BSF191.74Unverified
4Biaffine-NERF191.3Unverified
5BERT-MRCF191.11Unverified
6PIQNF190.96Unverified
7HGNF190.92Unverified
8Syn-LSTM + BERT (wo doc-context)F190.85Unverified
9DiffusionNERF190.66Unverified
10W2NERF190.5Unverified
#ModelMetricClaimedVerifiedStatus
1BioBERTF189.71Unverified
2SpanModel + SequenceLabelingModelF189.6Unverified
3SciFive-BaseF189.39Unverified
4Spark NLPF189.13Unverified
5BLSTM-CNN-Char (SparkNLP)F189.13Unverified
6KeBioLMF189.1Unverified
7CL-KLF188.96Unverified
8BioKMNER + BioBERTF188.77Unverified
9BioLinkBERT (large)F188.76Unverified
10CompactBioBERTF188.67Unverified
#ModelMetricClaimedVerifiedStatus
1CL-KLF160.45Unverified
2RoBERTa + SubRegWeigh (K-means)F160.29Unverified
3BERT-CRF (Replicated in AdaSeq)F159.69Unverified
4RoBERTa-BiLSTM-contextF159.61Unverified
5BERT + RegLERF158.9Unverified
6TNER -xlm-r-largeF158.5Unverified
7HGNF157.41Unverified
8ASA + RoBERTaF157.3Unverified
9BERTweetF156.5Unverified
10MINERF154.86Unverified
#ModelMetricClaimedVerifiedStatus
1Ours: cross-sentence ALBF190.9Unverified
2GoLLIEF189.6Unverified
3PromptNER [RoBERTa-large]F188.26Unverified
4PIQNF187.42Unverified
5PromptNER [BERT-large]F187.21Unverified
6DiffusionNERF186.93Unverified
7BERT-MRCF186.88Unverified
8UniNER-7BF186.69Unverified
9Locate and LabelF186.67Unverified
10BoningKnifeF185.46Unverified
#ModelMetricClaimedVerifiedStatus
1KeBioLMF182Unverified
2BLSTM-CNN-Char (SparkNLP)F181.29Unverified
3Spark NLPF181.29Unverified
4BINDERF180.3Unverified
5BioMobileBERTF180.13Unverified
6BioLinkBERT (large)F180.06Unverified
7DistilBioBERTF179.97Unverified
8CompactBioBERTF179.88Unverified
9BioDistilBERTF179.1Unverified
10PubMedBERT uncasedF179.1Unverified
#ModelMetricClaimedVerifiedStatus
1BINDERF191.9Unverified
2ConNERF191.3Unverified
3CL-L2F190.99Unverified
4aimpedF190.95Unverified
5BertForTokenClassification (Spark NLP)F190.89Unverified
6BioLinkBERT (large)F190.22Unverified
7ELECTRAMedF190.03Unverified
8BLSTM-CNN-Char (SparkNLP)F189.73Unverified
9Spark NLPF189.73Unverified
10UniNER-7BF189.34Unverified