- [x] recreate the model in the [paper](https://www.cl.cam.ac.uk/~cjb255/papers/2018-bea/bea2018.pdf) (6/25~7/8) - [x] find a good model to predict nextword and add it into the model (7/9~7/16) - [x] make the result better (7/17 ~ 7/30) ---- ## structure1 ![](https://i.imgur.com/tubkByC.png) ---- Precision : 0.2870 Recall : 0.0673 F_0.5 : 0.1737 ---- ## problem * since the addition is done the last, some sentence might not be put into candidate set * Could you hand me pen ? * 只找得到副數 * Could you hand me pens ? * Could you hand me the pens ? * 但實際上還有單數的可能 * Could you hand me the pen ? * Could you hand me a pen? ---- ## structure2 ![](https://i.imgur.com/31u46gZ.png =600x550) ---- ## accuracy * Precision : 0.2500 * Recall : 0.1092 * F_0.5 : 0.1987 ---- ## delete word * the accuracy of addition is too low, try deletion * Precision : 31.78 * Recall : 7.15 * F_0.5 : 18.82 ---- ![](https://i.imgur.com/S4Bv2xy.png =600x550) ---- ![](https://i.imgur.com/3KrNzWd.png) ---- * 不同分數的input sentence,用不同的threshold ![](https://i.imgur.com/R8VR9ih.png) ---- ![](https://i.imgur.com/t5AWH6h.png) --- ## solution * Don't correct the sentence in one time * give suggestions to the users, let them chose ---- ![](https://i.imgur.com/UAE9q5r.png) ---- ### suggestion * 1712 * Precision : 0.2486 * Recall : 0.0697 * F_0.5 : 0.1642 ---- ![](https://i.imgur.com/PZibcGI.png) --- # grammarly ![](https://i.imgur.com/H3TXZVA.png) --- # web * build a web base on my current work And in my opinion , this seems to be the main purpose of undergoing that genetic testing at the first place . To the carrier himself of herself , he of she should have a feeling of resposiblity to tell his or her relatives their genetic disorder . That is the most essential elements to overcome the challenges .
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