Knowledge Graphs
A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.
Papers
Showing 2011–2020 of 2974 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MarT_MKGformer | MRR | 0.34 | — | Unverified |
| 2 | MKGformer | MRR | 0.32 | — | Unverified |
| 3 | MarT_FLAVA | MRR | 0.29 | — | Unverified |
| 4 | ViLBERT | MRR | 0.29 | — | Unverified |
| 5 | IKRL (ANALOGY) | MRR | 0.28 | — | Unverified |
| 6 | IKRL | MRR | 0.27 | — | Unverified |
| 7 | ViLT | MRR | 0.26 | — | Unverified |
| 8 | TransAE | MRR | 0.22 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Worldformer | Set accuracy | 39.15 | — | Unverified |
| 2 | Q*BERT | Set accuracy | 32.78 | — | Unverified |
| 3 | GATA-W | Set accuracy | 24.06 | — | Unverified |
| 4 | Worldformer | Set accuracy | 23.22 | — | Unverified |
| 5 | Seq2Seq | Set accuracy | 14.29 | — | Unverified |
| 6 | Rules | Set accuracy | 4.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | TransE-Concat | Test MRR | 85.48 | — | Unverified |
| 2 | ComplEx-Concat | Test MRR | 0.86 | — | Unverified |
| 3 | ComplEx-RoBERTa | Test MRR | 0.72 | — | Unverified |
| 4 | TransE-RoBERTa | Test MRR | 0.63 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | COMPLEX | MRR | 0.59 | — | Unverified |