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 551600 of 2874 papers

TitleStatusHype
HistNERo: Historical Named Entity Recognition for the Romanian Language0
Reading Order Independent Metrics for Information Extraction in Handwritten Documents0
A Unified Label-Aware Contrastive Learning Framework for Few-Shot Named Entity Recognition0
2M-NER: Contrastive Learning for Multilingual and Multimodal NER with Language and Modal Fusion0
Incorporating Lexical and Syntactic Knowledge for Unsupervised Cross-Lingual TransferCode0
Software Mention Recognition with a Three-Stage Framework Based on BERTology Models at SOMD 20240
Few-shot Name Entity Recognition on StackOverflow0
ToNER: Type-oriented Named Entity Recognition with Generative Language ModelCode0
LLMs in Biomedicine: A study on clinical Named Entity RecognitionCode0
Enhancing Software-Related Information Extraction via Single-Choice Question Answering with Large Language Models0
Comprehensive Study on German Language Models for Clinical and Biomedical Text Understanding0
How much reliable is ChatGPT's prediction on Information Extraction under Input Perturbations?0
Intent Detection and Entity Extraction from BioMedical LiteratureCode0
SCANNER: Knowledge-Enhanced Approach for Robust Multi-modal Named Entity Recognition of Unseen Entities0
Utilizing AI and Social Media Analytics to Discover Adverse Side Effects of GLP-1 Receptor Agonists0
Augmenting NER Datasets with LLMs: Towards Automated and Refined Annotation0
Cross-Lingual Transfer Robustness to Lower-Resource Languages on Adversarial DatasetsCode0
ELLEN: Extremely Lightly Supervised Learning For Efficient Named Entity RecognitionCode0
Extracting Biomedical Entities from Noisy Audio Transcripts0
Korean Bio-Medical Corpus (KBMC) for Medical Named Entity Recognition0
MRC-based Nested Medical NER with Co-prediction and Adaptive Pre-training0
Large-Scale Label Interpretation Learning for Few-Shot Named Entity Recognition0
Sebastian, Basti, Wastl?! Recognizing Named Entities in Bavarian Dialectal DataCode0
Evaluating Named Entity Recognition: A comparative analysis of mono- and multilingual transformer models on a novel Brazilian corporate earnings call transcripts datasetCode0
Distilling Named Entity Recognition Models for Endangered Species from Large Language Models0
Wiki-TabNER: Integrating Named Entity Recognition into Wikipedia TablesCode0
Decomposed Meta-Learning for Few-Shot Sequence LabelingCode0
DistALANER: Distantly Supervised Active Learning Augmented Named Entity Recognition in the Open Source Software EcosystemCode0
Malaysian English News Decoded: A Linguistic Resource for Named Entity and Relation Extraction0
Re-Examine Distantly Supervised NER: A New Benchmark and a Simple ApproachCode0
Few-shot clinical entity recognition in English, French and Spanish: masked language models outperform generative model prompting0
C-ICL: Contrastive In-context Learning for Information Extraction0
LinkNER: Linking Local Named Entity Recognition Models to Large Language Models using UncertaintyCode0
Fine Tuning Named Entity Extraction Models for the Fantasy Domain0
Leveraging Large Language Models for Enhanced NLP Task Performance through Knowledge Distillation and Optimized Training Strategies0
FaBERT: Pre-training BERT on Persian Blogs0
Named Entity Recognition for Address Extraction in Speech-to-Text Transcriptions Using Synthetic Data0
Graph Neural Network and NER-Based Text Summarization0
In-Context Learning for Few-Shot Nested Named Entity Recognition0
Different Tastes of Entities: Investigating Human Label Variation in Named Entity AnnotationsCode0
Gazetteer-Enhanced Bangla Named Entity Recognition with BanglaBERT Semantic Embeddings K-Means-Infused CRF ModelCode0
NanoNER: Named Entity Recognition for nanobiology using experts' knowledge and distant supervision0
ToPro: Token-Level Prompt Decomposition for Cross-Lingual Sequence Labeling TasksCode0
Evaluation of LLM Chatbots for OSINT-based Cyber Threat Awareness0
Fine-grained Contract NER using instruction based modelCode0
Multicultural Name Recognition For Previously Unseen Names0
Majority or Minority: Data Imbalance Learning Method for Named Entity Recognition0
Mining experimental data from Materials Science literature with Large Language Models: an evaluation studyCode0
EMBRE: Entity-aware Masking for Biomedical Relation Extraction0
Analyzing Regional Impacts of Climate Change using Natural Language Processing Techniques0
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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