GloVe + character embeddings + bi-LSTM + CRF for Sequence Tagging (Named Entity Recognition, NER, POS) - NLP example of bidirectionnal RNN and CRF in Tensorflow
A new system for creating code that manipulates tensors yields programs that are 100 times as efficient as those produced by existing software packages, with ramifications for big-data analysis and machine learning.
Semantic Vector Products: Some Initial Investigations. Dominic Widdows. To appear in Second AAAI Symposium on Quantum Interaction, Oxford, 26th – 28th March 2008.