ML Research Wiki / Benchmarks / Knowledge Graphs / MARS (Multimodal Analogical Reasoning dataSet)

MARS (Multimodal Analogical Reasoning dataSet)

Knowledge Graphs Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: MRR

Top Performing Models

Rank Model Paper MRR Date Code
1 MarT_MKGformer Multimodal Analogical Reasoning over Knowledge Graphs 0.34 2022-10-01 📦 zjunlp/MKGformer 📦 zjunlp/MKG_Analogy
2 MKGformer Multimodal Analogical Reasoning over Knowledge Graphs 0.32 2022-10-01 📦 zjunlp/MKGformer 📦 zjunlp/MKG_Analogy
3 MarT_FLAVA Multimodal Analogical Reasoning over Knowledge Graphs 0.29 2022-10-01 📦 zjunlp/MKGformer 📦 zjunlp/MKG_Analogy
4 ViLBERT Multimodal Analogical Reasoning over Knowledge Graphs 0.29 2022-10-01 📦 zjunlp/MKGformer 📦 zjunlp/MKG_Analogy
5 IKRL (ANALOGY) Multimodal Analogical Reasoning over Knowledge Graphs 0.28 2022-10-01 📦 zjunlp/MKGformer 📦 zjunlp/MKG_Analogy
6 IKRL Multimodal Analogical Reasoning over Knowledge Graphs 0.27 2022-10-01 📦 zjunlp/MKGformer 📦 zjunlp/MKG_Analogy
7 ViLT Multimodal Analogical Reasoning over Knowledge Graphs 0.26 2022-10-01 📦 zjunlp/MKGformer 📦 zjunlp/MKG_Analogy
8 TransAE Multimodal Analogical Reasoning over Knowledge Graphs 0.22 2022-10-01 📦 zjunlp/MKGformer 📦 zjunlp/MKG_Analogy

All Papers (8)

zjunlp/MKGformer zjunlp/MKG_Analogy
zjunlp/MKGformer zjunlp/MKG_Analogy
zjunlp/MKGformer zjunlp/MKG_Analogy
zjunlp/MKGformer zjunlp/MKG_Analogy
zjunlp/MKGformer zjunlp/MKG_Analogy
zjunlp/MKGformer zjunlp/MKG_Analogy
zjunlp/MKGformer zjunlp/MKG_Analogy
zjunlp/MKGformer zjunlp/MKG_Analogy