Multilingual 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

3 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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

15 shown of 15 papers with code (37 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.

• Universal NER: A Gold-Standard Multilingual Named Entity Recognition Benchmark
  15 Nov 2023 2 repositories listed
  We introduce Universal NER (UNER), an open, community-driven project to develop gold-standard NER benchmarks in many languages.
• Multilingual Named Entity Recognition Using Pretrained Embeddings, Attention Mechanism and NCRF
  21 Jun 2019 2 repositories listed
  In this paper we tackle multilingual named entity recognition task.
• ParaNames 1.0: Creating an Entity Name Corpus for 400+ Languages using Wikidata
  15 May 2024 1 repository listed
  Names are provided for 16.
• DAMO-NLP at SemEval-2023 Task 2: A Unified Retrieval-augmented System for Multilingual Named Entity Recognition
  5 May 2023 1 repository listed Syntology ran 0 of 4 samples · 4 unverified
  Also, we discover that the limited context length causes the retrieval knowledge to be invisible to the model.
• IXA/Cogcomp at SemEval-2023 Task 2: Context-enriched Multilingual Named Entity Recognition using Knowledge Bases
  20 Apr 2023 1 repository listed
  Named Entity Recognition (NER) is a core natural language processing task in which pre-trained language models have shown remarkable performance.
• Countering Malicious Content Moderation Evasion in Online Social Networks: Simulation and Detection of Word Camouflage
  27 Dec 2022 1 repository listed
  In response to this recent ongoing issue, this paper presents an innovative approach to address this linguistic trend in social networks through the simulation of different content evasion techniques and a multilingual…
• Endowing Language Models with Multimodal Knowledge Graph Representations
  27 Jun 2022 1 repository listed
  We use the recently released VisualSem KG as our external knowledge repository, which covers a subset of Wikipedia and WordNet entities, and compare a mix of tuple-based and graph-based algorithms to learn entity and…
• Entities, Dates, and Languages: Zero-Shot on Historical Texts with T0
  11 Apr 2022 1 repository listed
  In this work, we explore whether the recently demonstrated zero-shot abilities of the T0 model extend to Named Entity Recognition for out-of-distribution languages and time periods.
• DAMO-NLP at SemEval-2022 Task 11: A Knowledge-based System for Multilingual Named Entity Recognition
  1 Mar 2022 1 repository listed
  Our system wins 10 out of 13 tracks in the MultiCoNER shared task.
• WikiNEuRal: Combined Neural and Knowledge-based Silver Data Creation for Multilingual NER
  1 Nov 2021 1 repository listed
  Multilingual Named Entity Recognition (NER) is a key intermediate task which is needed in many areas of NLP.
• Sources of Transfer in Multilingual Named Entity Recognition
  2 May 2020 1 repository listed
  However, a straightforward implementation of this simple idea does not always work in practice: naive training of NER models using annotated data drawn from multiple languages consistently underperforms models trained…
• Tuning Multilingual Transformers for Language-Specific Named Entity Recognition
  1 Aug 2019 1 repository listed
  Our paper addresses the problem of multilingual named entity recognition on the material of 4 languages: Russian, Bulgarian, Czech and Polish.
• Sequence Tagging with Contextual and Non-Contextual Subword Representations: A Multilingual Evaluation
  4 Jun 2019 1 repository listed
  Pretrained contextual and non-contextual subword embeddings have become available in over 250 languages, allowing massively multilingual NLP.
• Tuning Multilingual Transformers for Named Entity Recognition on Slavic Languages
  30 Jan 2019 1 repository listed
  Our paper addresses the problem of multilingual named entity recognition on the material of 4 languages: Russian, Bulgarian, Czech and Polish.
• Robust Multilingual Named Entity Recognition with Shallow Semi-Supervised Features
  31 Jan 2017 1 repository listed
  Finally, the results show that our emphasis on clustering features is crucial to develop robust out-of-domain models.

Syntology lines on 1 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.