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 1–10 of 2874 papers

TitleStatusHype
Flippi: End To End GenAI Assistant for E-Commerce—0
Selecting and Merging: Towards Adaptable and Scalable Named Entity Recognition with Large Language ModelsCode0
Better Semi-supervised Learning for Multi-domain ASR Through Incremental Retraining and Data Filtering—0
Efficient Data Selection for Domain Adaptation of ASR Using Pseudo-Labels and Multi-Stage Filtering—0
EL4NER: Ensemble Learning for Named Entity Recognition via Multiple Small-Parameter Large Language Models—0
Label-Guided In-Context Learning for Named Entity RecognitionCode1
Named Entity Recognition in Historical Italian: The Case of Giacomo Leopardi's ZibaldoneCode0
RetrieveAll: A Multilingual Named Entity Recognition Framework with Large Language Models—0
FiLLM -- A Filipino-optimized Large Language Model based on Southeast Asia Large Language Model (SEALLM)—0
Does Synthetic Data Help Named Entity Recognition for Low-Resource Languages?—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF180.8—Unverified
2Biaffine-NERF180.5—Unverified
3DeepStruct multi-taskF180.2—Unverified
4seq2seq+BERT+FlairF178.31—Unverified
5UniNER-7BF177.54—Unverified
6Second-best learning and decoding + BERT + FlairF177.36—Unverified
7Second-best learning and decodingF177.19—Unverified
8BiFlaGF176—Unverified
9Neural segmental hypergraphsF175.1—Unverified
10Anchor-Region NetworksF174.8—Unverified