public virtual SimpleMatrix GetDocumentEmbedding(Document document)
{
if (!conll)
{
return(new SimpleMatrix(staticWordEmbeddings.GetEmbeddingSize(), 1));
}
IList <CoreLabel> words = new List <CoreLabel>();
ICollection <int> seenSentences = new HashSet <int>();
foreach (Mention m in document.predictedMentionsByID.Values)
{
if (!seenSentences.Contains(m.sentNum))
{
seenSentences.Add(m.sentNum);
Sharpen.Collections.AddAll(words, m.sentenceWords);
}
}
return(GetAverageEmbedding(words));
}