minor - results table adjustments

Accenture · Aug 15, 2019 · 5e60aca · 5e60aca
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diff --git a/README.md b/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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