{"version":"1.0","provider_name":"Nizam SEO Community","provider_url":"https:\/\/www.nizamuddeen.com\/community","author_name":"NizamUdDeen","author_url":"https:\/\/www.nizamuddeen.com\/community\/profile\/discusswithnizam\/","title":"Core Concepts of Distributional Semantics - Nizam SEO Community","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"DzadrOj6yJ\"><a href=\"https:\/\/www.nizamuddeen.com\/community\/semantics\/core-concepts-of-distributional-semantics\/\">Core Concepts of Distributional Semantics<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/www.nizamuddeen.com\/community\/semantics\/core-concepts-of-distributional-semantics\/embed\/#?secret=DzadrOj6yJ\" width=\"600\" height=\"338\" title=\"&#8220;Core Concepts of Distributional Semantics&#8221; &#8212; Nizam SEO Community\" data-secret=\"DzadrOj6yJ\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script type=\"text\/javascript\">\n\/* <![CDATA[ *\/\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n\/\/# sourceURL=https:\/\/www.nizamuddeen.com\/community\/wp-includes\/js\/wp-embed.min.js\n\/* ]]> *\/\n<\/script>\n","description":"At its essence, distributional semantics builds vector space models (VSMs) of meaning: Each word is represented as a vector in a high-dimensional space. Words that appear in similar contexts (neighbors, documents, or syntactic environments) are placed close together. The geometry of the space encodes lexical relations such as synonymy, antonymy, or topical similarity. This is [&hellip;]","thumbnail_url":"https:\/\/www.nizamuddeen.com\/community\/wp-content\/uploads\/2025\/04\/TRLGB-Book-Cover.webp","thumbnail_width":1080,"thumbnail_height":1080}