We attribute this outcome to the fact that a) while entailment relations are directional, these methods are symmetric; b) the learned embeddings are optimized for tasks other than entailment or paraphrase detection; and c) the embeddings  are learned regardless of argument types.
even the BInc_untyped baseline outperforms ConvE, showing that it is important to use a directional measure that directly models entailment.