5.2k citations · 10k across the 79 of their papers we have counts for
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Towards Open-Text Semantic Parsing via Multi-Task Learning of Structured Embeddings
Antoine Bordes, Xavier Glorot, Jason Weston +1
Open-text (or open-domain) semantic parsers are designed to interpret any statement in natural language by inferring a corresponding meaning representation (MR). Unfortunately, lar…
Large-Scale Music Annotation and Retrieval: Learning to Rank in Joint Semantic Spaces
Jason Weston, Samy Bengio, Philippe Hamel
Music prediction tasks range from predicting tags given a song or clip of audio, predicting the name of the artist, or predicting related songs given a song, clip, artist name or t…
Natural Language Processing (almost) from Scratch
Ronan Collobert, Jason Weston, Leon Bottou +3
We propose a unified neural network architecture and learning algorithm that can be applied to various natural language processing tasks including: part-of-speech tagging, chunking…