README.md

This repository is deprecated in favor of End-To-End Memory Networks: npow/MemN2N

Description

This is an implementation of Memory Networks in Theano. The dataset can be found here.

Below are the results obtained from the current implementation on the set of toy tasks. Performance is better than LSTMs in most of the tasks, but it is still not quite at the level as the MemNN results reported in the original paper.

Task#	N-gram Classifier	LSTM	MemNN (Weston 2014)	This Repo
1	36	50	100	76
2	2	20	100	70
3	7	20	20	18
4	50	61	71	67
5	20	70	83	81
6	49	48	47	45
7	52	49	68	N/A
8	40	45	77	N/A
9	62	64	65	67
10	45	54	59	54
11	29	72	100	54
12	9	74	100	63
13	26	94	100	46
14	19	27	99	100
15	20	21	74	100
16	43	23	27	40
17	46	51	54	56
18	52	52	57	53
19	0	8	0	N/A
20	76	91	100	100
Mean	34	49	75	64.1