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Quick shout out for DyNet! The API is so simple and intuitive even a two year old (a prodigious one) can use it.

DyNet is also vastly faster than Tensorflow for realistic NLP models, especially on CPU.

If you're doing the sort of work that would be published at ACL or EMNLP, DyNet is a really good choice.