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@ -13,8 +13,8 @@ While the research direction associated with this repository focused on multitas
| Model | decaNLP | [SQuAD](https://rajpurkar.github.io/SQuAD-explorer/) | [IWSLT](https://wit3.fbk.eu/mt.php?release=2016-01) | [CNN/DM](https://cs.nyu.edu/~kcho/DMQA/) | [MNLI](https://www.nyu.edu/projects/bowman/multinli/) | [SST](https://nlp.stanford.edu/sentiment/treebank.html) | [QA‑SRL](https://dada.cs.washington.edu/qasrl/) | [QA‑ZRE](http://nlp.cs.washington.edu/zeroshot/) | [WOZ](https://github.com/nmrksic/neural-belief-tracker/tree/master/data/woz) | [WikiSQL](https://github.com/salesforce/WikiSQL) | [MWSC](https://github.com/salesforce/decaNLP/blob/d594b2bf127e13d0e61151b6a2af3bf63612f380/local_data/schema.txt) |
| --- | --- | --- | --- | --- | --- | --- | ---- | ---- | --- | --- |--- |
| [MQAN](https://arxiv.org/abs/1806.08730)<br>(QA&#8209;first + [CoVe](http://papers.nips.cc/paper/7209-learned-in-translation-contextualized-word-vectors)) | 599.9 | 75.5 | 18.9 | 24.4 | 73.6 | 86.4 | 80.8 | 37.4 | 85.8 | 68.5 | 48.8 |
| [MQAN](https://arxiv.org/abs/1806.08730)<br>(QA&#8209;first) | 590.5 | 74.4 | 18.6 | 24.3 | 71.5 | 87.4 | 78.4 | 37.6 | 84.8 | 64.8 | 48.7 |
| [MQAN](https://arxiv.org/abs/1806.08730)(QA&#8209;first+[CoVe](http://papers.nips.cc/paper/7209-learned-in-translation-contextualized-word-vectors)) | 599.9 | 75.5 | 18.9 | 24.4 | 73.6 | 86.4 | 80.8 | 37.4 | 85.8 | 68.5 | 48.8 |
| [MQAN](https://arxiv.org/abs/1806.08730)(QA&#8209;first) | 590.5 | 74.4 | 18.6 | 24.3 | 71.5 | 87.4 | 78.4 | 37.6 | 84.8 | 64.8 | 48.7 |
| [S2S](https://arxiv.org/abs/1806.08730) | 513.6 | 47.5 | 14.2 | 25.7 | 60.9 | 85.9 | 68.7 | 28.5 | 84.0 | 45.8 | 52.4 |
## Getting Started