Question Answering on CNN / Daily Mail

Metric: CNN (higher is better)

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#	Model↕	CNN▼	Extra Data	Paper	Date↕	Code
1	GA+MAGE (32)	78.6	No	Linguistic Knowledge as Memory for Recurrent Neu...	2017-03-07	-
2	GA Reader	77.9	No	Gated-Attention Readers for Text Comprehension	2016-06-05	Code
3	Attentive + relabling + ensemble	77.6	No	A Thorough Examination of the CNN/Daily Mail Rea...	2016-06-09	Code
4	BiDAF	76.9	No	Bidirectional Attention Flow for Machine Compreh...	2016-11-05	Code
5	AIA	76.1	No	Iterative Alternating Neural Attention for Machi...	2016-06-07	Code
6	AS Reader (ensemble model)	75.4	No	Text Understanding with the Attention Sum Reader...	2016-03-04	Code
7	ReasoNet	74.7	No	ReasoNet: Learning to Stop Reading in Machine Co...	2016-09-17	-
8	AoA Reader	74.4	No	Attention-over-Attention Neural Networks for Rea...	2016-07-15	Code
9	EpiReader	74	No	Natural Language Comprehension with the EpiReader	2016-06-07	-
10	Dynamic Entity Repres. + w2v	72.9	No	-	-	-
11	AttentiveReader + bilinear attention	72.4	No	A Thorough Examination of the CNN/Daily Mail Rea...	2016-06-09	Code
12	AS Reader (single model)	69.5	No	Text Understanding with the Attention Sum Reader...	2016-03-04	Code
13	MemNNs (ensemble)	69.4	No	Teaching Machines to Read and Comprehend	2015-06-10	Code
14	Classifier	67.9	No	A Thorough Examination of the CNN/Daily Mail Rea...	2016-06-09	Code
15	Impatient Reader	63.8	No	Teaching Machines to Read and Comprehend	2015-06-10	Code
16	Attentive Reader	63	No	Teaching Machines to Read and Comprehend	2015-06-10	Code