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 851900 of 2874 papers

TitleStatusHype
Employing Word Representations and Regularization for Domain Adaptation of Relation Extraction0
Developing ML-based Systems to Extract Medical Information from Japanese Medical History Summaries0
Developing New Linguistic Resources and Tools for the Galician Language0
Developing Production-Level Conversational Interfaces with Shallow Semantic Parsing0
Development and Evaluation of Three Named Entity Recognition Systems for Serbian - The Case of Personal Names0
Development of a Dataset and a Deep Learning Baseline Named Entity Recognizer for Three Low Resource Languages: Bhojpuri, Maithili and Magahi0
Development of a WAZOBIA-Named Entity Recognition System0
Development of Natural Language Processing Tools to Support Determination of Federal Disability Benefits in the U.S.0
Comparing Open Arabic Named Entity Recognition Tools0
DEXTER: Deep Encoding of External Knowledge for Named Entity Recognition in Virtual Assistants0
DGT-TM: A freely Available Translation Memory in 22 Languages0
Diachronic Embeddings for People in the News0
Comparing Named-Entity Recognizers in a Targeted Domain: Handcrafted Rules vs Machine Learning0
DialogueBERT: A Self-Supervised Learning based Dialogue Pre-training Encoder0
An Emergency Medical Services Clinical Audit System driven by Named Entity Recognition from Deep Learning0
Academic Case Reports Lack Diversity: Assessing the Presence and Diversity of Sociodemographic and Behavioral Factors related to Post COVID-19 Condition0
Differentiable Scheduled Sampling for Credit Assignment0
Differential Evolution Based Feature Selection and Classifier Ensemble for Named Entity Recognition0
Evaluating the Impact of External Lexical Resources into a CRF-based Multiword Segmenter and Part-of-Speech Tagger0
A Simultaneous Recognition Framework for the Spoken Language Understanding Module of Intelligent Personal Assistant Software on Smart Phones0
Digital Leafleting: Extracting Structured Data from Multimedia Online Flyers0
DISARM: Detecting the Victims Targeted by Harmful Memes0
An Empirical Study of Automatic Chinese Word Segmentation for Spoken Language Understanding and Named Entity Recognition0
Comparing CNN and LSTM character-level embeddings in BiLSTM-CRF models for chemical and disease named entity recognition0
A Simple Yet Strong Pipeline for HotpotQA0
Bayesian Modeling of Lexical Resources for Low-Resource Settings0
A Marker-based Neural Network System for Extracting Social Determinants of Health0
Evaluation of Domain-specific Word Embeddings using Knowledge Resources0
EL92: Entity Linking Combining Open Source Annotators via Weighted Voting0
Distantly supervised end-to-end medical entity extraction from electronic health records with human-level quality0
A Machine Learning Approach for Phenotype Name Recognition0
Comparative Study of Zero-Shot Cross-Lingual Transfer for Bodo POS and NER Tagging Using Gemini 2.0 Flash Thinking Experimental Model0
2-Slave Dual Decomposition for Generalized Higher Order CRFs0
Comparative Analysis of Portuguese Named Entities Recognition Tools0
Comparative Analysis of Named Entity Recognition in the Dungeons and Dragons Domain0
Event Extraction Using Distant Supervision0
A Simple Information-Based Approach to Unsupervised Domain-Adaptive Aspect-Based Sentiment Analysis0
Distant Supervision and Noisy Label Learning for Low Resource Named Entity Recognition: A Study on Hausa and Yorùbá0
Distill and Calibrate: Denoising Inconsistent Labeling Instances for Chinese Named Entity Recognition0
EL4NER: Ensemble Learning for Named Entity Recognition via Multiple Small-Parameter Large Language Models0
Comparative Analysis of Extrinsic Factors for NER in French0
Distilling Large Language Models for Efficient Clinical Information Extraction0
Distilling Named Entity Recognition Models for Endangered Species from Large Language Models0
Benchmarking the Extraction and Disambiguation of Named Entities on the Semantic Web0
Comparative Analysis of Encoder-Based NER and Large Language Models for Skill Extraction from Russian Job Vacancies0
Distributed Word Representations Improve NER for e-Commerce0
Comparable Study of Event Extraction in Newswire and Biomedical Domains0
Dive deeper: Deep Semantics for Sentiment Analysis0
ComboNER: A Lightweight All-In-One POS Tagger, Dependency Parser and NER0
A Simple and Efficient Probabilistic Language model for Code-Mixed Text0
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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