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csarron/squad_top20_single_model_20180828.csv

Created August 28, 2018 21:10
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11 /13 use rnns, 2 use attn, 7 unkown
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squad_top20_single_model_20180828.csv
Rank (duplicates merged) Model Technique Paper Notes
1 MARS BiLSTM + attn https://posts.careerengine.us/p/5ad8637755ba6b136fc793ad (slides in English, notes in Chinese)
2 QANet attn https://arxiv.org/abs/1804.09541
3 Reinforced Mnemonic Reader BiLSTM https://arxiv.org/abs/1705.02798
4 r-net BiGRU https://www.microsoft.com/en-us/research/wp-content/uploads/2017/05/r-net.pdf
5 SLQA+ BiLSTM http://www.aclweb.org/anthology/P18-1158
6 BiDAF + Self Attention + ELMo + A2D BiGRU https://arxiv.org/abs/1710.10723
7 Hybrid AoA Reader BiGRU https://arxiv.org/abs/1607.04423
8 MAMCN+ BiGRU http://www.aclweb.org/anthology/W18-2603
9 MDReader unknown
10 KakaoNet unknown
11 MEMEN BiLSTM https://arxiv.org/abs/1707.09098
12 AttentionReader+ unknown
13 DNET unknown
14 RaSoR + TR + LM BiLSTM https://arxiv.org/abs/1712.03609
15 VS^3-NET unknown
16 SAN BiLSTM https://arxiv.org/abs/1712.03556
17 FusionNet BiLSTM https://arxiv.org/abs/1711.07341
18 AVIQA-v2 unknown
19 DCN+ BiLSTM https://arxiv.org/abs/1711.00106
20 Jenga unknown
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