babi_rnn: Adding results for all tasks in bAbi tasks dataset

Author: Smerity

examples/babi_rnn.py

@@ -22,6 +22,29 @@
 "Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks"
 http://arxiv.org/abs/1502.05698
 
+Task Number                  | FB LSTM Baseline | Keras QA
+---                          | ---              | ---
+QA1 - Single Supporting Fact | 50               | 52.1
+QA2 - Two Supporting Facts   | 20               | 37.0
+QA3 - Three Supporting Facts | 20               | 20.5
+QA4 - Two Arg. Relations     | 61               | 62.9
+QA5 - Three Arg. Relations   | 70               | 61.9
+QA6 - Yes/No Questions       | 48               | 50.7
+QA7 - Counting               | 49               | 78.9
+QA8 - Lists/Sets             | 45               | 77.2
+QA9 - Simple Negation        | 64               | 64.0
+QA10 - Indefinite Knowledge  | 44               | 47.7
+QA11 - Basic Coreference     | 72               | 74.9
+QA12 - Conjunction           | 74               | 76.4
+QA13 - Compound Coreference  | 94               | 94.4
+QA14 - Time Reasoning        | 27               | 34.8
+QA15 - Basic Deduction       | 21               | 32.4
+QA16 - Basic Induction       | 23               | 50.6
+QA17 - Positional Reasoning  | 51               | 49.1
+QA18 - Size Reasoning        | 52               | 90.8
+QA19 - Path Finding          | 8                | 9.0
+QA20 - Agent's Motivations   | 91               | 90.7
+
 For the resources related to the bAbI project, refer to:
 https://research.facebook.com/researchers/1543934539189348