named-entity-recognition

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 908 papers with code (2,491 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• NEZHA: Neural Contextualized Representation for Chinese Language Understanding
  31 Aug 2019 10 repositories listed
  The pre-trained language models have achieved great successes in various natural language understanding (NLU) tasks due to its capacity to capture the deep contextualized information in text by pre-training on…
• CrossNER: Evaluating Cross-Domain Named Entity Recognition
  8 Dec 2020 5 repositories listed
  Cross-domain named entity recognition (NER) models are able to cope with the scarcity issue of NER samples in target domains.
• KLUE: Korean Language Understanding Evaluation
  20 May 2021 4 repositories listed
  We introduce Korean Language Understanding Evaluation (KLUE) benchmark.
• AraBERT: Transformer-based Model for Arabic Language Understanding
  28 Feb 2020 4 repositories listed
  Recently, with the surge of transformers based models, language-specific BERT based models have proven to be very efficient at language understanding, provided they are pre-trained on a very large corpus.
• Dice Loss for Data-imbalanced NLP Tasks
  7 Nov 2019 4 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  Many NLP tasks such as tagging and machine reading comprehension are faced with the severe data imbalance issue: negative examples significantly outnumber positive examples, and the huge number of background examples…
• Entity, Relation, and Event Extraction with Contextualized Span Representations
  8 Sep 2019 4 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  We examine the capabilities of a unified, multi-task framework for three information extraction tasks: named entity recognition, relation extraction, and event extraction.
• RITA: Automatic Framework for Designing of Resilient IoT Applications
  27 Nov 2024 3 repositories listed
  Designing resilient Internet of Things (IoT) systems requires i) identification of IoT Critical Objects (ICOs) such as services, devices, and resources, ii) threat analysis, and iii) mitigation strategy selection.
• DiffusionNER: Boundary Diffusion for Named Entity Recognition
  22 May 2023 3 repositories listed
  In this paper, we propose DiffusionNER, which formulates the named entity recognition task as a boundary-denoising diffusion process and thus generates named entities from noisy spans.
• FiNER-ORD: Financial Named Entity Recognition Open Research Dataset
  22 Feb 2023 3 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  Over the last two decades, the development of the CoNLL-2003 named entity recognition (NER) dataset has helped enhance the capabilities of deep learning and natural language processing (NLP).
• XLM-V: Overcoming the Vocabulary Bottleneck in Multilingual Masked Language Models
  25 Jan 2023 3 repositories listed
  Large multilingual language models typically rely on a single vocabulary shared across 100+ languages.
• ATCO2 corpus: A Large-Scale Dataset for Research on Automatic Speech Recognition and Natural Language Understanding of Air Traffic Control Communications
  8 Nov 2022 3 repositories listed
  In this paper, we introduce the ATCO2 corpus, a dataset that aims at fostering research on the challenging ATC field, which has lagged behind due to lack of annotated data.
• An Analysis of Simple Data Augmentation for Named Entity Recognition
  22 Oct 2020 3 repositories listed Syntology ran 1 of 8 samples · 7 unverified
  Simple yet effective data augmentation techniques have been proposed for sentence-level and sentence-pair natural language processing tasks.
• BERTweet: A pre-trained language model for English Tweets
  20 May 2020 3 repositories listed
  We present BERTweet, the first public large-scale pre-trained language model for English Tweets.
• MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual Transfer
  30 Apr 2020 3 repositories listed
  The main goal behind state-of-the-art pre-trained multilingual models such as multilingual BERT and XLM-R is enabling and bootstrapping NLP applications in low-resource languages through zero-shot or few-shot…
• Beheshti-NER: Persian Named Entity Recognition Using BERT
  19 Mar 2020 3 repositories listed
  In this paper, we use the pre-trained deep bidirectional network, BERT, to make a model for named entity recognition in Persian.
• Parallel sequence tagging for concept recognition
  16 Mar 2020 3 repositories listed
  In all 20 annotation sets of the concept-annotation task, our system outperforms the pipeline system reported as a baseline in the CRAFT shared task 2019.
• CLUENER2020: Fine-grained Named Entity Recognition Dataset and Benchmark for Chinese
  13 Jan 2020 3 repositories listed
  In this paper, we introduce the NER dataset from CLUE organization (CLUENER2020), a well-defined fine-grained dataset for named entity recognition in Chinese.
• Nested Named Entity Recognition via Second-best Sequence Learning and Decoding
  5 Sep 2019 3 repositories listed
  When an entity name contains other names within it, the identification of all combinations of names can become difficult and expensive.
• Advancing NLP with Cognitive Language Processing Signals
  4 Apr 2019 3 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Cognitive language processing data such as eye-tracking features have shown improvements on single NLP tasks.
• LINSPECTOR: Multilingual Probing Tasks for Word Representations
  22 Mar 2019 3 repositories listed
  We present a reusable methodology for creation and evaluation of such tests in a multilingual setting.
• Empower Sequence Labeling with Task-Aware Neural Language Model
  13 Sep 2017 3 repositories listed
  In this study, we develop a novel neural framework to extract abundant knowledge hidden in raw texts to empower the sequence labeling task.
• Multimodal LLMs for OCR, OCR Post-Correction, and Named Entity Recognition in Historical Documents
  1 Apr 2025 2 repositories listed
  We find that the best-performing mLLM model significantly outperforms conventional state-of-the-art OCR models and other frontier mLLMs.
• WhisperNER: Unified Open Named Entity and Speech Recognition
  12 Sep 2024 2 repositories listed
  In this paper, we introduce WhisperNER, a novel model that allows joint speech transcription and entity recognition.
• Advancing Grounded Multimodal Named Entity Recognition via LLM-Based Reformulation and Box-Based Segmentation
  11 Jun 2024 2 repositories listed
  Grounded Multimodal Named Entity Recognition (GMNER) task aims to identify named entities, entity types and their corresponding visual regions.
• Do "English" Named Entity Recognizers Work Well on Global Englishes?
  20 Apr 2024 2 repositories listed
  We test widely used NER toolkits and transformer models, including models using the pre-trained contextual models RoBERTa and ELECTRA, on three datasets: a commonly used British English newswire dataset, CoNLL 2003, a…
• Embedded Named Entity Recognition using Probing Classifiers
  18 Mar 2024 2 repositories listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  Streaming text generation has become a common way of increasing the responsiveness of language model powered applications, such as chat assistants.
• Evaluating Named Entity Recognition: A comparative analysis of mono- and multilingual transformer models on a novel Brazilian corporate earnings call transcripts dataset
  18 Mar 2024 2 repositories listed
  Our findings provide insights into the differing performance of BERT- and T5-based models for the NER task.
• Rethinking Negative Instances for Generative Named Entity Recognition
  26 Feb 2024 2 repositories listed
  In the Named Entity Recognition (NER) task, recent advancements have seen the remarkable improvement of LLMs in a broad range of entity domains via instruction tuning, by adopting entity-centric schema.
• LLMs as Bridges: Reformulating Grounded Multimodal Named Entity Recognition
  15 Feb 2024 2 repositories listed
  Grounded Multimodal Named Entity Recognition (GMNER) is a nascent multimodal task that aims to identify named entities, entity types and their corresponding visual regions.
• Def2Vec: Extensible Word Embeddings from Dictionary Definitions
  16 Dec 2023 2 repositories listed
  Def2Vec introduces a novel paradigm for word embeddings, leveraging dictionary definitions to learn semantic representations.

Syntology lines on 6 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.