/awesome-ner

This repository groups together for the task of "Named Entity Recognition (NER)"

MIT LicenseMIT

Named Entity Recognition

WIP

Framework

Resource

English

Japanese

name domain all train valid test remarks
Wikipediaを用いた日本語の固有表現抽出データセット - Stockmark Wikipedia blog
京都大学ウェブ文書リードコーパス web (various) IREX
UD Japanese GSD Wikipedia ENE
GSK2014-A BCCWJ ENE
Contextual Clues for Named Entity Recognition in Japanese
森羅 Wikipedia

Evaluation

LeaderBoard

Annontation Tools

Active Learning

  • Li+'17 - Proactive Learning for Named Entity Recognition (BioNLP) [ACL Anthology]
  • Agrawal+'21 - Active learning approach using a modified least confidence sampling strategy for named entity recognition [ACM]
  • Shen+'17 - Deep Active Learning for Named Entity Recognition [arXiv]

Papers (entity-aware)

WIP

tag:

  • seq: Sequence Labeling
  • span: Span-based
  • mrc: Reading Comprehension

preprint

AAAI2022

  • Li+'22 - Unified Named Entity Recognition as Word-Word Relation Classification (AAAI) [paper]
  • Agarwal+'22 - Towards Robust Named Entity Recognition via Temporal Domain Adaptation and Entity Context Understanding (AAAI) [paper]
  • Shang+'22 - OneRel: Joint Entity and Relation Extraction with One Module in One Step (AAAI) [paper]
  • Raiman+'22 - DeepType 2: Superhuman Entity Linking, All You Need Is Type Interactions (AAAI) [paper]
  • Liang+'22 - Exploring Entity Interactions for Few-Shot Relation Learning (AAAI) [paper]
  • Xin+'22 - Ensemble Semi-Supervised Entity Alignment via Cycle-Teaching (AAAI) [paper]

TACL2022

  • Li+'22 - Ultra-fine Entity Typing with Indirect Supervision from Natural Language Inference (TACL) [paper]
  • Cao+'22 - Multilingual Autoregressive Entity Linking (TACL) [paper]

LREC2022

  • Yeshpanov+'22 - KazNERD: Kazakh Named Entity Recognition Dataset (LREC)
  • Epure+'22 - Probing Pre-trained Auto-regressive Language Models for Named Entity Typing and Recognition (LREC)
  • Jiang+'22 - Annotating the Tweebank Corpus on Named Entity Recognition and Building NLP Models for Social Media Analysis (LREC)
  • Phan+'22 - A Named Entity Recognition Corpus for Vietnamese Biomedical Texts to Support Tuberculosis Treatment (LREC)
  • Green+'22 - Development of a Benchmark Corpus to Support Entity Recognition in Job Descriptions (LREC)
  • Aprosio+'22 - KIND: an Italian Multi-Domain Dataset for Named Entity Recognition (LREC)
  • Rückert+'22 - A Unified Approach to Entity-Centric Context Tracking in Social Conversations (LREC)
  • Jarrar+'22 - Wojood: Nested Arabic Named Entity Corpus and Recognition using BERT (LREC)
  • Strobl+'22 - Enhanced Entity Annotations for Multilingual Corpora (LREC)
  • Orasmaa+'22 - Named Entity Recognition in Estonian 19th Century Parish Court Records (LREC)
  • Severini+'22 - Towards a Broad Coverage Named Entity Resource: A Data-Efficient Approach for Many Diverse Languages (LREC)
  • Garcia-Duran+'22 - Efficient Entity Candidate Generation for Low-Resource Languages (LREC)
  • Bonet+'22 - Spanish Datasets for Sensitive Entity Detection in the Legal Domain (LREC)
  • Pathak+'22 - AsNER - Annotated Dataset and Baselines for Assamese Named Entity recognition (LREC)
  • Hatab+'22 - Enhancing Deep Learning with Embedded Features for Arabic Named Entity Recognition (LREC)
  • Skórzewski+'22 - Named Entity Recognition to Detect Criminal Texts on the Web (LREC)
  • Ivanova+'22 - Comparing Annotated Datasets for Named Entity Recognition in English Literature (LREC)
  • Loukachevitch+'22 - Entity Linking over Nested Named Entities for Russian (LREC)
  • Murthy+'22 - HiNER: A large Hindi Named Entity Recognition Dataset (LREC)
  • Cui+'22 - OpenEL: An Annotated Corpus for Entity Linking and Discourse in Open Domain Dialogue (LREC)
  • Sun+'22 - SPORTSINTERVIEW: A Large-Scale Sports Interview Benchmark for Entity-centric Dialogues (LREC)
  • Alekseev+'22 - Medical Crossing: a Cross-lingual Evaluation of Clinical Entity Linking (LREC)
  • Mullick+'22 - Using Sentence-level Classification Helps Entity Extraction from Material Science Literature (LREC)
  • Çarık +'22 - A Twitter Corpus for Named Entity Recognition in Turkish (LREC)
  • Okur+'22 - Exploring Paraphrase Generation and Entity Extraction for Multimodal Dialogue System (LREC)

NAACL2022

  • Wu+'22 - Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting (NAACL) [arXiv]
  • Fetahu+'22 - Dynamic Gazetteer Integration in Multilingual Models for Cross-Lingual and Cross-Domain Named Entity Recognition (NAACL) [AmazonScience]
  • Wang+'22 - Sentence-Level Resampling for Named Entity Recognition (NAACL) [openreview]
  • Hu+'22 - Hero-Gang Neural Model For Named Entity Recognition (NAACL) [arXiv]
  • Pasad+'22 - On the Use of External Data for Spoken Named Entity Recognition (NAACL) [arXiv]
  • Ying+'22 - Label Refinement via Contrastive Learning for Distantly-Supervised Named Entity Recognition (NAACL)
  • Gu+'22 - Delving Deep into Regularity: A Simple but Effective Method for Chinese Named Entity Recognition (NAACL) [arXiv]
  • Shao+'22 - Low-resource Entity Set Expansion: A Comprehensive Study on User-generated Text (NAACL) [acsweb]
  • Tedeschi+'22 - MultiNER: A Multilingual, Multi-Genre and Fine-Grained Dataset for Named Entity Recognition (NAACL)
  • Shrimal+'22 - NER-MQMRC: Formulating Named Entity Recognition as Multi Question Machine Reading Comprehension (NAACL) [arXiv]
  • Agarwal+'22 - Entity Linking via Explicit Mention-Mention Coreference Modeling (NAACL) [openreview]
  • Wang+'22 - Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis (NAACL) [arXiv]
  • Hakami+'22 - Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion (NAACL) [arXiv]
  • Xu+'22 - Modeling Explicit Task Interactions in Document-Level Joint Entity and Relation Extraction (NAACL) [arXiv]
  • Yuan+'22 - Generative Biomedical Entity Linking via Knowledge Base-Guided Pre-training and Synonyms-Aware Fine-tuning (NAACL) [arXiv]
  • Chai+'22 - Incorporating Centering Theory into Entity Coreference Resolution (NAACL)
  • Yu+'22 - Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction [arXiv]
  • Bhargav+'22 - Zero-shot Entity Linking with Less Data (NAACL) [arXiv]
  • Liu+'22 - Dangling-Aware Entity Alignment with Mixed High-Order Proximities (NAACL) [arXiv]
  • Ayoola+'22 - ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity Linking (NAACL) [AmazonScience]
  • Laskar+'22 - BLINK with Elasticsearch for Efficient Entity Linking in Business Conversations (NAACL) [arXiv]
  • Nishikawa+'22 - EASE: Entity-Aware Contrastive Learning of Sentence Embedding (NAACL) [arXiv]
  • Ayoola+'22 - Improving Entity Disambiguation by Reasoning over a Knowledge Base (NAACL) [AmazonScience]
  • Yan+'22 - On the Robustness of Reading Comprehension Models to Entity Renaming (NAACL) [arXiv]
  • Yamada+'22 - Global Entity Disambiguation with BERT [arXiv]
  • Onoe+'22 - Entity Cloze By Date: Understanding what LMs know about unseen entities (NAACL) [arXiv]
  • Deeksha+'22 - Commonsense and Named Entity Aware Knowledge Grounded Dialogue Generation (NAACL) [arXiv]
  • Schuster+'22 - When a sentence does not introduce a discourse entity, Transformer-based models still often refer to it (NAACL) [arXiv]
  • Zhang+'22 - Improving the Faithfulness of Abstractive Summarization via Entity Coverage Control (NAACL)
  • Wang+'22 - ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition (NAACL) [arXiv]
  • Chen+'22 - Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction (NAACL) [paperswithcode]

ACL2022

  • Wang+'22 - MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective (ACL) [paper]
  • Ma+'22 - Decomposed Meta-Learning for Few-Shot Named Entity Recognition (ACL) [paper]
  • Li+'22 - An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity Recognition (ACL) [paper]
  • Yang+'22 - Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer Networks (ACL) [paper]
  • Zhu+'22 - Boundary Smoothing for Named Entity Recognition (ACL) [paper]
  • Snigdha+'22 - CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning (ACL) [paper]
  • Zhou+'22 - Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled Learning (ACL) [paper]
  • Wang+'22 - Few-Shot Class-Incremental Learning for Named Entity Recognition (ACL) [paper]
  • Chen+'22 - Few-shot Named Entity Recognition with Self-describing Networks (ACL) [paper]
  • Lou+'22 - Nested Named Entity Recognition as Latent Lexicalized Constituency Parsing (ACL) [paper]
  • Wan+'22 - Nested Named Entity Recognition with Span-level Graphs (ACL) [paper]
  • Shen+'22 - Parallel Instance Query Network for Named Entity Recognition (ACL) [paper]
  • Zheng+'22 - Cross-domain Named Entity Recognition via Graph Matching (ACL) [paper]
  • Huang+'22 - Extract-Select: A Span Selection Framework for Nested Named Entity Recognition with Generative Adversarial Training (ACL) [paper]
  • Yuan+'22 - Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition (ACL) [paper]
  • Ma+'22 - Label Semantics for Few Shot Named Entity Recognition (ACL) [paper]
  • Xia+'22 - Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples (ACL) [paper]
  • Buaphet+'22 - Thai Nested Named Entity Recognition Corpus (ACL) [paper]
  • Reich+'22 - Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity Recognition (ACL) [paper]
  • Loukas+'22 - FiNER: Financial Numeric Entity Recognition for XBRL Tagging (ACL) [paper]
  • Zhou+'22 - MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER (ACL) [paper]
  • Ri+'22 - mLUKE: The Power of Entity Representations in Multilingual Pretrained Language Models (ACL) [paper]
  • Leszczynski+'22 - TABi: Type-Aware Bi-Encoders for Open-Domain Entity Retrieval (ACL) [paper]
  • Galperin+'22 - Cross-Lingual UMLS Named Entity Linking using UMLS Dictionary Fine-Tuning (ACL) [paper]
  • Han+'22 - Cross-Lingual Contrastive Learning for Fine-Grained Entity Typing for Low-Resource Languages (ACL) [paper]
  • Pang+'22 - Divide and Denoise: Learning from Noisy Labels in Fine-Grained Entity Typing with Cluster-Wise Loss Correction (ACL) [paper]
  • Chen+'22 - Learning from Sibling Mentions with Scalable Graph Inference in Fine-Grained Entity Typing (ACL) [paper]
  • Wang+'22 - WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Types (ACL) [paper]
  • Zaporojets+'22 - Towards Consistent Document-level Entity Linking: Joint Models for Entity Linking and Coreference Resolution (ACL) [paper]
  • Sun+'22 - A Transformational Biencoder with In-Domain Negative Sampling for Zero-Shot Entity Linking (ACL) [paper]
  • Mrini+'22 - Detection, Disambiguation, Re-ranking: Autoregressive Entity Linking as a Multi-Task Problem (ACL) [paper]
  • Jin+'22 - How Can Cross-lingual Knowledge Contribute Better to Fine-Grained Entity Typing? (ACL) [paper]
  • Lai+'22 - Improving Candidate Retrieval with Entity Profile Generation for Wikidata Entity Linking (ACL) [paper]

References

Projects

http://ene-project.info/ene8/

Tips

TBA