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Wow! Implementing TextRank properly dramatically increased the coherency of my summaries - I guess that it makes sense that doing a walk through the word-embedding powered graph will give more coherent summaries.
Unfortunate side effect - speed of summarization takes a sizeable hit unless I can find a better implementation of PageRank.
I'm not actually doing the proper TextRank algorithm and I should experiment with that to see how effective it is.
Going to implement it with networkx most likely, shouldn't be difficult. Might be slow for large documents with word level models.
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