Multi-modal Named Entity Recognition

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

5 leaderboard tables shown for this task, 5 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

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Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (10 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.

• 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.
• Prompting ChatGPT in MNER: Enhanced Multimodal Named Entity Recognition with Auxiliary Refined Knowledge
  20 May 2023 1 repository listed
  However, these methods either neglect the necessity of providing the model with external knowledge, or encounter issues of high redundancy in the retrieved knowledge.
• Named Entity and Relation Extraction with Multi-Modal Retrieval
  3 Dec 2022 1 repository listed
  MoRe contains a text retrieval module and an image-based retrieval module, which retrieve related knowledge of the input text and image in the knowledge corpus respectively.
• ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition
  13 Dec 2021 1 repository listed
  As text representations take the most important role in MNER, in this paper, we propose {\bf I}mage-{\bf t}ext {\bf A}lignments (ITA) to align image features into the textual space, so that the attention mechanism in…
• RpBERT: A Text-image Relation Propagation-based BERT Model for Multimodal NER
  5 Feb 2021 1 repository listed
  We integrate soft or hard gates to select visual clues and propose a multitask algorithm to train on the MNER datasets.
• Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal Transformer
  1 Jul 2020 1 repository listed
  To tackle the first issue, we propose a multimodal interaction module to obtain both image-aware word representations and word-aware visual representations.