| Model | Failed Tasks (>5%error): | Mean Error: |
|---|---|---|
| NTM[1] | 16 | 20.1 |
| D-NTM[2] | 9 | 12.8 |
| MemN2N[3] | 3 | 4.2 |
| DNC[4] | 2 | 3.8 |
| DMN+[5] | 1 | 2.8 |
| GMemN2N[6] | 3 | 3.7 |
| EntNet[7] | 0 | 0.5 |
| QRN[8] | 0 | 0.3 |
| RelNet[9] | 0 | 0.3 |
- [1] Neural Turing Machines
- [2] Dynamic Neural Turing Machine with Soft and Hard Addressing Schemes
- [3] End-To-End Memory Networks
- [4] Differentiable neural computers
- [5] Dynamic Memory Networks for Visual and Textual Question Answering
- [6] Gated End-to-End Memory Networks
- [7] Tracking the World State with Recurrent Entity Networks
- [8] Query-Reduction Networks for Question Answering
- [9] RelNet: End-to-end Modeling of Entities & Relations