Counter-fitting Word Vectors to Linguistic Constraints

机译：适合语言约束的词汇向量

代理获取

本网站仅为用户提供外文OA文献查询和代理获取服务，本网站没有原文。下单后我们将采用程序或人工为您竭诚获取高质量的原文，但由于OA文献来源多样且变更频繁，仍可能出现获取不到、文献不完整或与标题不符等情况，如果获取不到我们将提供退款服务。请知悉。

页面导航

摘要
著录项
相似文献
相关主题

摘要

In this work, we present a novel counter-fitting method which injectsantonymy and synonymy constraints into vector space representations in order toimprove the vectors' capability for judging semantic similarity. Applying thismethod to publicly available pre-trained word vectors leads to a new state ofthe art performance on the SimLex-999 dataset. We also show how the method canbe used to tailor the word vector space for the downstream task of dialoguestate tracking, resulting in robust improvements across different dialoguedomains.

机译：在这项工作中，我们提出了一种新颖的反拟合方法，该方法将同义和同义约束注入向量空间表示中，以提高向量判断语义相似性的能力。将该方法应用于公开可用的预训练词向量，可在SimLex-999数据集上带来新的先进性能。我们还展示了如何使用该方法为对话状态跟踪的下游任务定制单词向量空间，从而在不同的对话域中实现强大的改进。

著录项

作者
Mrkšić, Nikola; Séaghdha, Diarmuid Ó; Thomson, Blaise; Gašić, Milica; Rojas-Barahona, Lina; Su, Pei-Hao; Vandyke, David; Wen, Tsung-Hsien; Young, Steve;
展开▼
作者单位

展开▼
年度 2016
总页数
原文格式 PDF
正文语种
中图分类

相似文献

外文文献
中文文献
专利

1. Quantifying the information in the long-range order of words: Semantic structures and universal linguistic constraints [J] . Marcelo A. Montemurro Cortex: A Journal Devoted to the Study of the Nervous System and Behavior . 2014,第Null期

机译：以单词的长距离顺序量化信息：语义结构和通用语言限制
2. Sem2Vec: Semantic Word Vectors with Bidirectional Constraint Propagations [J] . Kekec Taygun, Tax David M. J. IEEE Transactions on Knowledge and Data Engineering . 2021,第4期

机译：SEM2VEC：具有双向约束传播的语义字向量
3. The two-word stage: Motivated by linguistic or cognitive constraints? [J] . Stephanie Berk, Diane Lillo-Martin Cognitive Psychology . 2012,第1期

机译：两个字的阶段：是出于语言还是认知限制？
4. Counter-fitting Word Vectors to Linguistic Constraints [C] . Nikola Mrksic, Diarmuid O Seaghdha, Blaise Thomson, Conference on the North American Chapter of the Association for Computational Linguistics: Human Language Technologies . 2016

机译：将词向量与语言约束反拟合
5. What We Can Do with Words: Essays on the Relationship Between Linguistic and Non-Linguistic Theorizing [D] . Shirreff, Patrick. 2017

机译：我们可以用语言做什么：关于语言学和非语言学理论化之间关系的论文
6. Linguistic processes do not beat visuo-motor constraints, but they modulate where the eyes move regardless of word boundaries: Evidence against top-down word-based eye-movement control during reading [O] . Claire Albrengues, Frédéric Lavigne, Carlos Aguilar, 2012

机译：语言过程并没有克服视觉运动限制，但它们调节了眼睛移动的位置，而不管单词的边界如何：反对在阅读过程中基于自上而下的基于单词的眼睛运动控制的证据
7. Linguistic processes do not beat visuo-motor constraints, but they modulate where the eyes move regardless of word boundaries: Evidence against top-down word-based eye-movement control during reading [O] . Claire Albrengues, Frédéric Lavigne, Carlos Aguilar, 2019

机译：语言过程不会击败Visuo-Motor约束，但它们调节眼睛的移动，无论单词边界如何：在阅读期间反对基于自上而下的单词的眼睛运动控制的证据

Counter-fitting Word Vectors to Linguistic Constraints

摘要

著录项

相似文献

相关主题

期刊订阅