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 451500 of 2874 papers

TitleStatusHype
Chatbot: A Conversational Agent employed with Named Entity Recognition Model using Artificial Neural Network0
BERT-PersNER: A New Model for Persian Named Entity Recognition0
Active Curriculum Learning0
A Case Study on the Importance of Named Entities in a Machine Translation Pipeline for Customer Support Content0
Bertinho: Galician BERT Representations0
Characterizing Misclassifications of Deep NLP Models0
Cheap and easy entity evaluation0
BERTić - The Transformer Language Model for Bosnian, Croatian, Montenegrin and Serbian0
An End-to-End Solution for Named Entity Recognition in eCommerce Search0
BERTić -- The Transformer Language Model for Bosnian, Croatian, Montenegrin and Serbian0
A Feature-based Ensemble Approach to Recognition of Emerging and Rare Named Entities0
BERTweetFR : Domain Adaptation of Pre-Trained Language Models for French Tweets0
Character-Aware Neural Networks for Arabic Named Entity Recognition for Social Media0
BERT Based Clinical Knowledge Extraction for Biomedical Knowledge Graph Construction and Analysis0
Better Modeling of Incomplete Annotations for Named Entity Recognition0
Better Semi-supervised Learning for Multi-domain ASR Through Incremental Retraining and Data Filtering0
BENTO: A Visual Platform for Building Clinical NLP Pipelines Based on CodaLab0
Better Word Representations with Recursive Neural Networks for Morphology0
A Crowdsourcing Approach for Annotating Causal Relation Instances in Wikipedia0
Beyond English: The Impact of Prompt Translation Strategies across Languages and Tasks in Multilingual LLMs0
Character-based Bidirectional LSTM-CRF with words and characters for Japanese Named Entity Recognition0
Bidirectional LSTM-CRF for Named Entity Recognition0
Cheap Translation for Cross-Lingual Named Entity Recognition0
Bidirectional LSTM for Named Entity Recognition in Twitter Messages0
Chinese Hypernym-Hyponym Extraction from User Generated Categories0
C-ICL: Contrastive In-context Learning for Information Extraction0
Benchmarking the Extraction and Disambiguation of Named Entities on the Semantic Web0
Bilingual Word Embeddings for Phrase-Based Machine Translation0
BioALBERT: A Simple and Effective Pre-trained Language Model for Biomedical Named Entity Recognition0
An Empirical Study on Fine-Grained Named Entity Recognition0
A dynamic programming algorithm for span-based nested named-entity recognition in O(n^2)0
BioBERTpt - A Portuguese Neural Language Model for Clinical Named Entity Recognition0
BioDCA Identifier: A System for Automatic Identification of Discourse Connective and Arguments from Biomedical Text0
BIOfid Dataset: Publishing a German Gold Standard for Named Entity Recognition in Historical Biodiversity Literature0
An Experimental Comparison of Active Learning Strategies for Partially Labeled Sequences0
Benchmarking Modern Named Entity Recognition Techniques for Free-text Health Record De-identification0
Biographical: A Semi-Supervised Relation Extraction Dataset0
BioinformaticsUA: Concept Recognition in Clinical Narratives Using a Modular and Highly Efficient Text Processing Framework0
Bench-Marking Information Extraction in Semi-Structured Historical Handwritten Records0
Biomedical and Clinical Language Models for Spanish: On the Benefits of Domain-Specific Pretraining in a Mid-Resource Scenario0
An Empirical Study of UMLS Concept Extraction from Clinical Notes using Boolean Combination Ensembles0
Biomedical entity extraction using machine-learning based approaches0
Biomedical Information Extraction for Disease Gene Prioritization0
An Extensive Empirical Evaluation of Character-Based Morphological Tagging for 14 Languages0
CELI: An Experiment with Cross Language Textual Entailment0
Benben: A Chinese Intelligent Conversational Robot0
Biomedical Named Entity Recognition using Conditional Random Fields and Rich Feature Sets0
An HMM Based Named Entity Recognition System for Indian Languages: The JU System at ICON 20130
An Empirical Study of Representation, Training and Decoding for Span-based Named Entity Recognition0
A Cost Sensitive Part-of-Speech Tagging: Differentiating Serious Errors from Minor Errors0
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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