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## 概要
深層強化学習を用いて文単純化.
モデルはよくあるencoder-decoder attentionモデル.
報酬として,文の単純さ, 文法の正しさ,流暢さ(文の自然さ)の3つの重み付き和を導入.
BLEUなどの自動評価の結果はイマイチだが,人手評価では最も高い評価を得ている.
## 著者
Xingxing Zhang and Mirella Lapata
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After testing the app with the new user-defined translations feature for a week or two, it's become pretty clear to me what additional feature would bring about the largest improvement with the smalle…
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After review, relabel to 'reviewTwo'. After second review, relabel to 'EditorsComment'.
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We will have a growing issue of breaking up longer form text (word documents, bloom books, concatentated verses, bible study notes, book chapters, etc.) that may have already translated content that w…
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## Why
Several vendors are looking into this space already, sometimes in relation to extended (vector based) search capabilities, sometimes in relation to more general large language model fea…
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> [0] Bengio, Yoshua, Ian J. Goodfellow, and Aaron Courville. "Deep learning." An MIT Press book. (2015). [pdf] (Deep Learning Bible, you can read this book while reading following papers.) :star::sta…
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**Submitting author:** @nikola-sur (Nikola Surjanovic)
**Repository:** https://github.com/Julia-Tempering/Pigeons-Paper
**Branch with paper.md** (empty if default branch):
**Version:**
**Editor:** @…
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**Describe the problem you would like to solve**
There are many kinds of contributions to a scholarly work. OJS, OMP and OPS have no way to capture these distinct roles in a way that is consistent ac…
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### Metadata
Authors: Shamil Chollampatt and Hwee Tou Ng1
Organization: National University of Singapore
Release Date: 2018 on Arxiv
Link: https://arxiv.org/pdf/1801.08831.pdf
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LeCun, Yann, Yoshua Bengio & Geoffrey Hinton. 2015. [“Deep Learning.”](https://www.nature.com/articles/nature14539) _Nature_ **521**: 436-444.