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 21512200 of 2874 papers

TitleStatusHype
Monte Carlo MCMC: Efficient Inference by Approximate Sampling0
Monte Carlo MCMC: Efficient Inference by Sampling Factors0
More or less supervised supersense tagging of Twitter0
Morphological Analysis Corpus Construction of Uyghur0
Morphological Embeddings for Named Entity Recognition in Morphologically Rich Languages0
Morphological Skip-Gram: Using morphological knowledge to improve word representation0
Morpho-Syntactic Study of Errors from Speech Recognition System0
MoRS at SemEval-2017 Task 3: Easy to use SVM in Ranking Tasks0
MORTY: Structured Summarization for Targeted Information Extraction from Scholarly Articles0
Mr. Bennet, his coachman, and the Archbishop walk into a bar but only one of them gets recognized: On The Difficulty of Detecting Characters in Literary Texts0
MRC-based Medical NER with Multi-task Learning and Multi-strategies0
MRC-based Nested Medical NER with Co-prediction and Adaptive Pre-training0
MS-Mentions: Consistently Annotating Entity Mentions in Materials Science Procedural Text0
MSNER: A Multilingual Speech Dataset for Named Entity Recognition0
MT-BioNER: Multi-task Learning for Biomedical Named Entity Recognition using Deep Bidirectional Transformers0
mucAI at WojoodNER 2024: Arabic Named Entity Recognition with Nearest Neighbor Search0
Mulco: Recognizing Chinese Nested Named Entities Through Multiple Scopes0
MulDA: A Multilingual Data Augmentation Framework for Low-Resource Cross-Lingual NER0
Multi-channel BiLSTM-CRF Model for Emerging Named Entity Recognition in Social Media0
MultiCoNER: A Large-scale Multilingual dataset for Complex Named Entity Recognition0
Multicultural Name Recognition For Previously Unseen Names0
Multi-Domain Named Entity Recognition with Genre-Aware and Agnostic Inference0
Multifaceted Assessments of Traditional Chinese Word Segmentation Tool on Large Corpora0
Multi-Grained Entity Proposal Network for Named Entity Recognition0
Multi-Grained Knowledge Distillation for Named Entity Recognition0
Multi-Granularity Contrastive Knowledge Distillation for Multimodal Named Entity Recognition0
Multi-level biomedical NER through multi-granularity embeddings and enhanced labeling0
Multilingual Clinical NER: Translation or Cross-lingual Transfer?0
Multilingual, Efficient and Easy NLP Processing with IXA Pipeline0
Multilingual Epidemic Event Extraction : From Simple Classification Methods to Open Information Extraction (OIE) and Ontology0
Multilingual Language Models for Named Entity Recognition in German and English0
Multilingual Language Processing From Bytes0
Multilingual Medical Question Answering and Information Retrieval for Rural Health Intelligence Access0
Multilingual Named Entity Recognition and Matching Using BERT and Dedupe for Slavic Languages0
Multilingual Named Entity Recognition for Medieval Charters Using Stacked Embeddings and Bert-based Models.0
Multilingual Named Entity Recognition on Spanish-English Code-switched Tweets using Support Vector Machines0
Multilingual Named Entity Recognition using Parallel Data and Metadata from Wikipedia0
Multilingual Name Entity Recognition and Intent Classification Employing Deep Learning Architectures0
Multilingual Sequence-to-Sequence Models for Hebrew NLP0
Multilingual Slavic Named Entity Recognition0
Multilingual Training of Crosslingual Word Embeddings0
Multimedia Lab @ ACL WNUT NER Shared Task: Named Entity Recognition for Twitter Microposts using Distributed Word Representations0
UXLA: A Robust Unsupervised Data Augmentation Framework for Zero-Resource Cross-Lingual NLP0
Multimodal Named Entity Recognition for Short Social Media Posts0
Multiobjective Optimization and Unsupervised Lexical Acquisition for Named Entity Recognition and Classification0
Multi-source annotation projection of coreference chains: assessing strategies and testing opportunities0
Multi-source named entity typing for social media0
Multi-task Domain Adaptation for Sequence Tagging0
Multi-Task Learning for Chemical Named Entity Recognition with Chemical Compound Paraphrasing0
Multi-Task Learning of Query Intent and Named Entities using Transfer Learning0
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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