【NLP】文本匹配——Enhanced LSTM for Natural Language Inference阅读与总结

背景

这篇论文是来自于 ACL 2017，论文地址：https://arxiv.org/abs/1609.06038.

首先了解一下什么是， Natural Language Inference，自然语言推理。根据Natural language inference上的介绍：Natural language inference is the task of determining whether a “hypothesis” is true (entailment), false (contradiction), or undetermined (neutral) given a “premise”。也就是说它主要用来判断两个句子给定前提premise和假设hypothesis，判断语义上的关系，一般可以分为：Entailment(蕴含)、Contradiction（矛盾）、Neutral（中立）。看看下面的例子：

Premise	Hypothesis	Label
A man inspects the uniform of a figure in some East Asian country.	The man is sleeping.	contradiction
An older and younger man smiling.	Two men are smiling and laughing at the cats playing on t

【NLP】文本匹配——Enhanced LSTM for Natural Language Inference阅读与总结相关推荐

论文笔记翻译——Enhanced LSTM for Natural Language Inference(ESIM)
文章目录 0.前言 1. 模型结构 1.1 input encoding 1.2 local inference modeling 1.3 inference composition 2. 模型实现 ...
ESIM：Enhanced LSTM for Natural Language Inference
原文链接:https://aclanthology.org/P17-1152.pdf ACL 2017 概述对于自然语言推理任务,Bowman等人在2015年提出了一个大数据集,大多数工作就开始使用 ...
ESIM (Enhanced LSTM for Natural Language Inference)
ESIM历史意义: 1. 深层次的挖掘文本间的语义关系特征 2.加入文本语法结构信息本文主要结构如下: 一.Abstract 1.推理是人工智能的关键体现 2.SNLI为推理模型提供数据支撑 3.文 ...
Enhanced LSTM for Natural Language Inference-学习笔记
Enhanced LSTM for Natural Language Inference 自然语言推理(NLI: natural language inference)问题:即判断能否从一个前提p中推 ...
EMNLP2020 | 近期必读Natural Language Inference精选论文
**AMiner平台**由清华大学计算机系研发,拥有我国完全自主知识产权.平台包含了超过2.3亿学术论文/专利和1.36亿学者的科技图谱,提供学者评价.专家发现.智能指派.学术地图等科技情报专业化服务 ...
NATURAL LANGUAGE INFERENCE OVER INTERACTION SPACE
文章目录 ABSTRACT 1 INTRODUCTION 2 RELATED WORK 3 MODEL 3.1 INTERACTIVE INFERENCE NETWORK 3.2 DENSELY IN ...
论文解读：Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference
论文解读:Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference 随着 ...
【提示学习】Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference
论文信息名称内容论文标题 Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inf ...
论文解读: Exploiting Cloze Questions for Few Shot Text Classiﬁcation and Natural Language Inference
前言:在自然语言研究领域,某些自然语言处理任务可以利用"预训练模型+任务描述"方式的无监督学习来解决.然而,已有的"预训练模型+任务描述"的无监督学习方法不如有 ...
Natural Language Inference Over Interaction Space(DIIN)阅读笔记
文章目录 Introduction Model Interactive Inference Network(IIN) Densely Interactive Inference Network(DII ...

【NLP】文本匹配——Enhanced LSTM for Natural Language Inference阅读与总结

背景

【NLP】文本匹配——Enhanced LSTM for Natural Language Inference阅读与总结相关推荐

最新文章

热门文章