Papers by Shulong Tan
On Efficient Retrieval of Top Similarity Vectors (D19-1)
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| Challenge: | Existing representation learning methods such as Word2vec represent word embeddings in the semantic space. |
| Approach: | They propose an efficient method for searching vectors via a non-metric matching function: inner product. |
| Outcome: | Experiments on data representations learned for different machine learning tasks show the proposed method outperforms existing methods. |