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论文梳理:问题生成(QG)与答案生成(QA)的结合

Posted on 2018-07-08   |   In NLP , Chatbot   |  

继续 QG,梳理一下 MSRA 其他 3 篇关于 QG 的 paper:

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论文笔记 - Machine Comprehension by Text-to-Text Neural Question Generation

Posted on 2018-06-03   |   In NLP , Chatbot   |  

继续来瞅瞅问题生成~

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论文笔记 - Making Neural QA as Simple as Possible but not Simpler(FastQA)

Posted on 2018-05-13   |   In NLP , Chatbot   |  

阅读理解系列的框架很多大同小异,但这篇 paper 真心觉得精彩,虽然并不是最新最 state-of-art~

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论文笔记 - Semi-Supervised QA with Generative Domain-Adaptive Nets

Posted on 2018-04-07   |   In NLP , Chatbot   |  

GDAN,Question Generation 和 Question Answering 相结合,利用少量的有标注的 QA 对 + 大量的无标注的 QA 对来训练 QA 模型。

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论文笔记 - Bi-Directional Attention Flow for Machine Comprehension

Posted on 2018-04-01   |   In NLP , Chatbot   |  

BiDAF,相对复杂 attention 机制。

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论文笔记 - Fast and Accurate Reading Comprehension by Combining Self-Attention and Convolution

Posted on 2018-03-25   |   In NLP , Chatbot   |  

CMU & Google 出品的 Fast and Accurate Reading Comprehension by Combining Self-Attention and Convolution,SQuAD 榜单上对应模型 QANet,这名字是不是太随意了TAT…

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扯扯 Semi-hard Negative Samples

Posted on 2018-03-17   |   In NLP , Chatbot   |  

谈谈排序模型的 negative sampling 问题。取不好题目TAT…

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论文笔记 - 基于神经网络的推理

Posted on 2018-03-05   |   In NLP , Chatbot   |  

DeepMind Relational Reasoning(RNs)

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论文笔记 - 从神经图灵机 NTM 到可微分神经计算机 DNC

Posted on 2018-01-20   |   In NLP , Chatbot   |  

Neural Turing Machine(NTC) 和 Differentiable Neural Machine(DNC) 的相关笔记。

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NLP笔记 - 多轮对话之对话管理(Dialog Management)

Posted on 2018-01-03   |   In NLP , Chatbot   |  

开始涉猎多轮对话,这一篇想写一写对话管理(Dialog Management),感觉是个很庞大的工程,涉及的知识又多又杂,在这里只好挑重点做一个引导性的介绍,后续会逐个以单篇形式展开。–持续更新中–

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