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minor - results table adjustments

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lukostaz committed Aug 15, 2019
1 parent 8915de5 commit 5e60aca7d0d432bee08cfb1372c05e2de893ee65
Showing with 6 additions and 6 deletions.
  1. +6 −6 README.md
@@ -120,17 +120,17 @@ pip install -e .

## Predictive Power Evaluation (MRR Filtered)

AmpliGraph incldues implementations of TransE, DistMult, ComplEx and HolE.
Their predictive power is reported below.
AmpliGraph includes implementations of TransE, DistMult, ComplEx and HolE.
Their predictive power is reported below and compared against the state-of-the-art results in literature.
[More details available here](https://docs.ampligraph.org/en/latest/experiments.html).

| |FB15K-237 |WN18RR |YAGO3-10 | FB15k |WN18 |
|-----------------|----------|---------|-----------|------------|---------------|
| Literature Best | **0.35***| 0.48* | 0.49* | **0.84**** | **0.95*** |
| TransE | 0.31 | 0.22 | 0.49 | 0.63 | 0.65 |
| DistMult | 0.31 | 0.45 | 0.49 | 0.78 | 0.82 |
| ComplEx | 0.32 | **0.50**| **0.50** | 0.80 | 0.94 |
| HolE | 0.31 | 0.47 | **0.50** | 0.80 | 0.93 |
| TransE (AmpliGraph) | 0.31 | 0.22 | 0.49 | 0.63 | 0.65 |
| DistMult (AmpliGraph) | 0.31 | 0.45 | 0.49 | 0.78 | 0.82 |
| ComplEx (AmpliGraph) | 0.32 | **0.50**| **0.50** | 0.80 | 0.94 |
| HolE (AmpliGraph) | 0.31 | 0.47 | **0.50** | 0.80 | 0.93 |


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