Thanks for the lectures, I'll look through it, I've started to watch their lecture form Jurafsky and Manning that is available on yt.
Currently It's mostly about topic/category recognition in articles and the other part are entities, how to do entity linking and the entities relevance for the articles.
Maybe later on I'll have to look for synonyms (wordNet and word embeddings can be useful for this), but this is something for the future.
Things like topic recognition, entity and reference linking/disambiguation, synonym/paraphase are well researched tasks with purpose-made datasets for competitions like TREC. The most common approaches will be to choose a word embedding (one of the word2vec or Glove are good starts) and run that into a CNN or RNN variant: https://arxiv.org/abs/1702.01923
probably if you search arxiv and the ACL anthology you should find good lit searches/historical summaries: http://aclweb.org/anthology/ Karpathy's arxiv sanity preserver is a big help. You can put together a list of maybe a few dozen twitter accounts and hashtags to watch, that'll keep you pretty current.
Comments
Thanks for the lectures, I'll look through it, I've started to watch their lecture form Jurafsky and Manning that is available on yt.
Currently It's mostly about topic/category recognition in articles and the other part are entities, how to do entity linking and the entities relevance for the articles.
Maybe later on I'll have to look for synonyms (wordNet and word embeddings can be useful for this), but this is something for the future.
Things like topic recognition, entity and reference linking/disambiguation, synonym/paraphase are well researched tasks with purpose-made datasets for competitions like TREC. The most common approaches will be to choose a word embedding (one of the word2vec or Glove are good starts) and run that into a CNN or RNN variant: https://arxiv.org/abs/1702.01923
https://arxiv.org/abs/1611.09100
https://metamind.io/research/learning-when-to-skim-and-when-...
https://arxiv.org/abs/1611.06792
https://arxiv.org/abs/1611.03305
probably if you search arxiv and the ACL anthology you should find good lit searches/historical summaries: http://aclweb.org/anthology/ Karpathy's arxiv sanity preserver is a big help. You can put together a list of maybe a few dozen twitter accounts and hashtags to watch, that'll keep you pretty current.