2014 TAGSPACESemanticEmbeddingsfromH

• (Weston et al., 2014) ⇒ Jason Weston, Sumit Chopra, and Keith Adams. (2014). “#TAGSPACE: Semantic Embeddings from Hashtags.” In: Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP).

Subject Headings: Convolutional Neural Network.

Cited By

• http://scholar.google.com/scholar?q=%222014%22+%23TAGSPACE%3A+Semantic+Embeddings+from+Hashtags

Quotes

Abstract

We describe a convolutional neural network that learns feature representations for short textual posts using hashtags as a supervised signal. The proposed approach is trained on up to 5.5 billion words predicting 100,000 possible hashtags. As well as strong performance on the hashtag prediction task itself, we show that its learned representation of text (ignoring the hashtag labels) is useful for other tasks as well. To that end, we present results on a document recommendation task, where it also outperforms a number of baselines.

References

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2014 TAGSPACESemanticEmbeddingsfromH	Jason Weston Sumit Chopra Keith Adams			TAGSPACE: Semantic Embeddings from Hashtags