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Information System

  1. Learning Robust Models for e-Commerce Product Search [ACL 2020] Thanh V. Nguyen, Nikhil Rao, Karthik Subbian.
    • Motivation: improve the ability of similarity in query-item recall between two most similar item.
    • Classification + Query Generators.
    • Firstly, pre-trained classification and query generation.
    • classification = LSTM + attention + FFN (which have improvement)
    • query generation: seq2seq, encoder is classification, decoder is LSTM + Attention use beam search.
    • using one latent to joint this two part.
    • in online test, improve 12.2%, 5.75% in two countries.