The system only attempts to rerank a very small proportion of sentences, but we believe the coverage could be greatly improved by including relations between common nouns (rather than just namedentities)-future work should explore this.
as we use Wikipedia itself for our training corpora, we can bootstrap entity information directly from its markup.