Datasets › MARS (Multimodal Analogical Reasoning dataSet)
MARS (Multimodal Analogical Reasoning dataSet)
Analogical reasoning is fundamental to human cognition and holds an important place in various fields. However, previous studies mainly focus on single-modal analogical reasoning and ignore taking advantage of structure knowledge. We introduce the new task of multimodal analogical reasoning over knowledge graphs, which requires multimodal reasoning ability with the help of background knowledge. Our dataset MARS contains 10,685 training, 1,228 validation and 1,415 test instances.
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Knowledge Graphs | MARS (Multimodal Analogical Reasoning dataSet) | MarT_MKGformer MRR 0.341 | Multimodal Analogical Reasoning over Knowledge Graphs | zjunlp/MKGformer +1 | 8 | Compare |
Papers archive 2025-07-28
1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 1. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Multimodal Analogical Reasoning over Knowledge Graphs | 2 | 8 | 1 Oct 2022 | ran 7 of 27 samples (20 unverified) |
Dataset loaders archive 2025-07-28
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Tasks archive 2025-07-28
License archive 2025-07-28
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Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- MARS (Multimodal Analogical Reasoning dataSet)
1 variant name, as the archive lists them.
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