Multi-modal Entity Alignment

Benchmarks archive 2025-07-28

8 leaderboard tables shown for this task, 8 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

4 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

14 shown of 14 papers with code (19 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.

• Visual Pivoting for (Unsupervised) Entity Alignment
  28 Sep 2020 2 repositories listed Syntology ran 3 of 9 samples · 6 unverified
  This work studies the use of visual semantic representations to align entities in heterogeneous knowledge graphs (KGs).
• Mitigating Modality Bias in Multi-modal Entity Alignment from a Causal Perspective
  28 Apr 2025 1 repository listed
  Multi-Modal Entity Alignment (MMEA) aims to retrieve equivalent entities from different Multi-Modal Knowledge Graphs (MMKGs), a critical information retrieval task.
• LoginMEA: Local-to-Global Interaction Network for Multi-modal Entity Alignment
  29 Jul 2024 1 repository listed
  Other studies refine each uni-modal information with graph structures, but may introduce unnecessary relations in specific modalities.
• IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity Alignment
  27 Jul 2024 1 repository listed
  To this end, we explore variational information bottleneck for multi-modal entity alignment (IBMEA), which emphasizes the alignment-relevant information and suppresses the alignment-irrelevant information in generating…
• Progressively Modality Freezing for Multi-Modal Entity Alignment
  23 Jul 2024 1 repository listed Syntology ran 10 of 12 samples · 2 unverified
  Multi-Modal Entity Alignment aims to discover identical entities across heterogeneous knowledge graphs.
• Noise-powered Multi-modal Knowledge Graph Representation Framework
  11 Mar 2024 1 repository listed
  In this work, we explore the efficacy of models in accurately embedding entities within MMKGs through two pivotal tasks: Multi-modal Knowledge Graph Completion (MKGC) and Multi-modal Entity Alignment (MMEA).
• Towards Semantic Consistency: Dirichlet Energy Driven Robust Multi-Modal Entity Alignment
  31 Jan 2024 1 repository listed
  This study introduces a novel approach, DESAlign, which addresses these issues by applying a theoretical framework based on Dirichlet energy to ensure semantic consistency.
• Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity Alignment
  10 Oct 2023 1 repository listed
  To address these challenges, we propose a novel MMEA transformer, called MoAlign, that hierarchically introduces neighbor features, multi-modal attributes, and entity types to enhance the alignment task.
• Universal Multi-modal Entity Alignment via Iteratively Fusing Modality Similarity Paths
  9 Oct 2023 1 repository listed
  The objective of Entity Alignment (EA) is to identify equivalent entity pairs from multiple Knowledge Graphs (KGs) and create a more comprehensive and unified KG.
• Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment
  30 Jul 2023 1 repository listed Syntology ran 5 of 14 samples · 9 unverified
  As a crucial extension of entity alignment (EA), multi-modal entity alignment (MMEA) aims to identify identical entities across disparate knowledge graphs (KGs) by exploiting associated visual information.
• MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
  29 Dec 2022 1 repository listed Syntology ran 5 of 13 samples · 8 unverified
  Multi-modal entity alignment (MMEA) aims to discover identical entities across different knowledge graphs (KGs) whose entities are associated with relevant images.
• Multi-modal Contrastive Representation Learning for Entity Alignment
  2 Sep 2022 1 repository listed Syntology ran 3 of 10 samples · 7 unverified
  Multi-modal entity alignment aims to identify equivalent entities between two different multi-modal knowledge graphs, which consist of structural triples and images associated with entities.
• Multi-modal Siamese Network for Entity Alignment
  14 Aug 2022 1 repository listed
  To deal with that problem, in this paper, we propose a novel Multi-modal Siamese Network for Entity Alignment (MSNEA) to align entities in different MMKGs, in which multi-modal knowledge could be comprehensively…
• MMEA: Entity Alignment for Multi-Modal Knowledge Graphs
  20 Aug 2020 1 repository listed
  To that end, in this paper, we propose a novel solution called Multi-Modal Entity Alignment (MMEA) to address the problem of entity alignment in a multi-modal view.

Syntology lines on 5 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.