1 code implementation • ACL 2019 • Moonsu Han, Minki Kang, Hyunwoo Jung, Sung Ju Hwang
We consider a novel question answering (QA) task where the machine needs to read from large streaming data (long documents or videos) without knowing when the questions will be given, which is difficult to solve with existing QA methods due to their lack of scalability.
no code implementations • ICLR 2019 • Hyunwoo Jung, Moonsu Han, Minki Kang, Sungju Hwang
We tackle this problem by proposing a memory network fit for long-term lifelong learning scenario, which we refer to as Long-term Episodic Memory Networks (LEMN), that features a RNN-based retention agent that learns to replace less important memory entries based on the retention probability generated on each entry that is learned to identify data instances of generic importance relative to other memory entries, as well as its historical importance.