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End-to-End Memory Network

paper: https://arxiv.org/abs/1503.08895

Getting Started

Prerequisites

pytorch 0.4.1
argparse 1.1
numpy 1.14.3
matplotlib 2.2.2

Notebooks

Model Link
Tutorial(not very nice yet) link
Test and Visualization Memories for each hop link

Test Result

Please Check for 4 models for 20 tasks in "test_result.md"

  • pe: "position encoding"
  • te: "temporal encoding"

"adjacent" weight sharing method and encoding with "position encoding" helped a lot to improve tasks accuracy. Alse, "temporal encoding" for story helped.

Blog

Link : simonjisu.github.io

Demo

Not ready yet

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