id
stringlengths
1
5
queries
sequence
35236
[ "what is request to purchase php", "can paypal be used to make a reservation", "can you book through paypal", "what can i do with paypal booking system", "do hotel reservations work with paypal", "can paypal accept a reservation", "how to create a paypal booking page", "php how to do paypal booking", "can you use paypal php to order a hotel room", "can you request to book a room using paypal", "can you request to purchase with paypal", "what is paypal request to purchase", "is paypal required for reservations on paypal", "where do you find paypal booking system in php?", "can paypal be used to make hotel reservations", "can a site be made on paypal to use paypal", "how do i request paypal for a hotel booking", "how does a paypal reservation work", "can i request paypal for a reservation", "how to request paypal reservations" ]
35540
[ "can you backup a qa website", "do dev sites need to backup", "what is the structure of a website folder?", "can you backup a dev site", "what is website structure", "can you backup a folder in your dev website", "can i backup QA files on my desktop", "can a qa site be copied in a folder", "how to backup a website structure", "how to backup websites", "what folder structure is used for a static website", "is web qa folders static", "how to backup html file", "how to backup website structure", "how to backup dev files", "how to backup website structure", "how to backup websites from dev site", "how to back up a site with two folders", "backup site structure avg", "can a website be backup a qa file" ]
35230
[ "how to know if someone is selling on your site", "what is the way to track an affiliate sales", "how can I know if someone is making a sale on my website", "how do you know that affiliate links are legitimate", "how to know when a sale is made", "how do affiliates know when a sale is made", "how do you know if someone has sold on my blog", "how do i know if someone has made a sale", "how can an affiliate tell if a sale has been made", "how do you know if you're an affiliate", "how to tell affiliate sales", "how do i know if someone's made a sale", "how do you know if someone is affiliate", "how do affiliates tell when a sale is made", "how to know if an affiliate is making a sale", "how to know a sale is being made as an affiliate", "i want to start making affiliate marketing", "how to know if a affiliate has made a sale", "how do affiliate marketers know", "how do i know when something is being made on my website" ]
35548
[ "where is the url for health / get google", "where is the url removed from google", "can someone remove url from google search", "what does google url mean", "cannot remove a link from google health", "how to remove url from google", "how to remove url from fetch as google", "how to remove url from fetch as google", "where is get google health", "how to remove page from fetch as google", "where is a url in google", "where can i find out where a google url is", "how to remove url from google search", "how to remove a url from google health", "cannot delete url from fetch as google", "remove url from fetch as google", "how to remove url from google health", "where is my url from when i get a new address?", "how to remove google from fetch", "can you remove url from fetch as google" ]
35238
[ "why are some pages in the old file called the old files?", "how to redirect files in folder", "how to redirect a file", "what is the url for a new website called", "how to find.htaccess folder", "where are my redirects from", "how to redirect file to new folder", "where is this directory redirect", "how to create redirect files in new folder", "how to redirect new file to new", "domain.tld subdir file name", "where do you redirect an old file from", "can i redirect a file to a different file", "how do i redirect files in a.tld subdir file", "redirect urls", "how to redirect all files", "what to reload a directory with old files", "how to redirect an.htaccess page", "redirect.htaccess file to new url", "when to redirect files in a directory" ]
48581
[ "why is putting duplicate content on site possible", "when to add a duplicate page to your website", "how to handle duplicate content", "how to handle copyright requests to copy", "what is the consequence of duplicate content on a website", "why do people put duplicate web pages", "why do you put duplicate content on a website", "how to deal with copyrights", "why is a website put up in duplicate format", "why would you put a duplicate page on your website", "why does a website need duplicate content", "why do i want to put duplicate content", "what is the legal definition of copyrighting on your website", "what does duplicate content mean", "what happens when you add duplicate pages", "can a page be duplicated on a website", "why do clients have duplicate content", "why is it bad to put duplicate content on websites", "why can't i put copyright articles on my website", "can you put duplicate content on website" ]
53865
[ "can we block a third party", "can we block a website using google analytics", "what is google analytics tracking", "can we block 3rd party sites in google analytics", "can i block someone's google analytics", "can we remove third party sites", "can google analytics be used to block a third party website", "can you block a third party from using google analytics", "how can i block google analytics", "why is google analytics being used as a tracking code", "google analytics tracking code", "can you block a 3rd party website using our google analytics tracking codes", "how can we block 3rd party sites", "why does google analytics skew", "what is google analytics tracking code for", "can i block websites from using google analytics", "do third party sites have google analytics", "can i block a website that is using google analytics", "can i block a 3rd party from using google analytics", "what is the tracking code for google analytics" ]
11540
[ "what is the difference between text file and database", "difference between text and html", "where should text be stored", "what is the difference between a text file (or a text database) and a database (and html)?", "what is text in php database", "what is the pros and cons of keeping text files", "what is the difference between php, and html", "why text file", "difference between text files and html", "what is the difference between text files and html files", "what is the difference between text file and db", "what is an advantage of a text file", "what is the advantage or disadvantage of a text file?", "how to keep text in database", "what is the difference between text files and database files?", "why are text files in database", "what is the difference between text files and database files", "what is the advantage and negative of using a text file", "why would text files be used for web designs?", "why php should use a text file" ]
11541
[ "what is the word disallow?", "why is mspx disabled", "when i use robots how to disable mac", "why do i block spiders in robots.txt", "what is disallowed in microsoft word", "why is mac banned", "why is java disallowed", "why is the word mac disallowed in ms", "why is there an error in myrobots.txt", "why is my robots disallowed", "why is microsoft unable to index spiders", "microsoft what is the name for mac", "why is my text disallow?", "why is the word mspx disallowed", "why is mac disallowed in microsoft", "why is word.mac disallowed", "why is the word mac banned on microsoft?", "what is the word disallow in robots", "why is the word mac disallowed in robots.txt", "why does mac disallow" ]
503
[ "what is the most important thing you need to do to encourage sitelinks", "why does my sitelink not work", "why doesn't my website have sitelinks", "why does my sitelinks disappear", "why don't sitelinks work", "why do sitelinks not work on my website", "why do sites keep deleting sitelinks", "why my website doesn't have sitelinks", "why is sitelinks not work", "what is the most important thing you need to do to encourage weblinks?", "why doesn't my website have sitelinks", "why my website doesn't have sitelinks", "why do sites not link to my site", "why do sites not have site links", "why does my website not have sitelinks", "when a website no longer has a sitelink", "why does my web pages have a sitelink", "why don't my sites have sitelinks", "why website doesn't get sitelinks", "why does my website doesn't have sitelinks?" ]
18547
[ "how do i make my website look better on google", "how to get google to show website navigation for google", "how to show up in google search results", "what kind of HTML for websites", "how to display google search on website", "how to make search engine results for a website", "how to use html to show search results", "why do i need to put google html in my site", "how to help google search html", "how do you html to help google", "why is it important on google to make your website navigation a good search engine", "how to show google navigation in website", "how to show google smashing magazine site navigation", "is sm an example of html", "can i put google search on my website", "why is it important for html to show in google search", "does html help to add navigation to a page in google search", "why does google show the website navigation", "what is the html used in smshing magazine", "what html is best to help google find your website" ]
26908
[ "why is twitter in google maps", "why is my website visible in google search", "how to make a twitter page visible in google", "what is grid view in google", "where is my website located in the internet for google", "where is wordpress grid view for google", "how to get grid view in google", "how do i get tweeter to appear in google search", "how to make my website appear in search results in google", "how to get grid view presence in google", "how to get grid views on google", "google how to search for twitter", "where is twitter page in web browser", "why is twitter in grid view", "can you see website in grid view in google", "how do you get grid views on google search", "why does twitter show up in grid view", "what makes twitter search visible", "why would google show you in a grid view", "what is the purpose of a grid view in google" ]
61307
[ "does google show website links", "how can i get a sitelink in google", "what page do sitelinks show up", "do sitelinks display in the top results in google", "why do websites get sitelinks from google", "when google shows site link, sitelinks disappear", "can you get sitelinks on google", "why don't sitelinks appear at all when a website is on the first page of google", "does sitelinks show up in search results", "how do sitelinks show up in google", "why don't google show sitelinks", "where does google sitelinks appear", "how to display sitelinks in google", "why does google put sitelinks in search results", "which search engine shows sitelinks", "google sitelinks page number", "do google sitelinks show up", "how can i get sitelinks on a website", "what site shows up in page one of search", "why is sitelink under search?" ]
68588
[ "different page header in same website", "why is there different page headings on same page", "different page on same page", "show different page in same page", "how to show different page in same page", "how to show different page headings", "how to show different page on same page", "why different page in seo", "show different page url in same url", "how to show separate page in same serp", "what are the different pages in the same serp", "how to put different page in same page srp", "can i show different page title in same sep", "how to show different page in same result pages", "how to do a different page in same page", "how to show different page on same page in one serp result", "what is the difference between the same page and the same page", "show different page headers in same serp results", "how to show different page heading", "different page heading in one website in same serip" ]
44308
[ "why is google first in search", "how to get your own site for your company on google", "what is the purpose of the companies company section in google", "how to get company name first on google", "how to get your company's name first in google", "how to rank a company name on google", "can your website be indexed as a sub-page of google", "is it possible to get website page first in google", "why is my company name first in google", "how to get the company's name in google", "do i need a company page", "what is a company page in google", "why does google say company name is first", "do companies get their own google page", "why do companies have their own website page", "how to rank my website in google", "what is google first page of company name", "why is google always first in google", "why is my web address first in google", "can you put company name in google" ]
49966
[ "what is google first page of google", "what is google html first result", "what is the google first search", "how to customize website for first google search", "how to customize website for google first search results", "why website is not show for first search", "how to make website first page of google", "how to make website look like google", "website to search first page of google", "how to customize website for google first results", "website look like google first result", "how can you design website for google", "how to create website for google first result", "how to customize website for google first search results", "website that will show up in first search", "how to customize website for search results", "how to make website for google first search", "how to make my website first page of google", "which of the following is an example of website design?", "why website should be first googled" ]
60680
[ "what is the difference between a meta description and subpage", "can i add a subpage description for a wordpress page", "sub-page description definition", "what is sub page description", "is this an osa subpage", "what is the subpage in google terms", "what is the sub-page description", "why is there a subpage in google", "why are sub pages listed under main results", "how to put subpage meta descriptions in wordpress", "how many sub pages are above the main results", "where do i put a subpage in my website to find a page", "where do I find the subpage meta description in google", "what is subpage description", "how many sub pages in google page", "what is the purpose of sub page meta description on google", "why does google show sub page descriptions", "what is the sub page in a website", "how many subpages are under main", "where is sub page description" ]
52031
[ "what is google website and why does it show ebay", "how to make google site show up", "why does google show website pages", "will google show my website page", "how to make website show up when google", "can google show website page", "how can i make ebay show on google", "does google show my website page", "what is google show my webpage", "can i make google show website pages", "how to make google show my website page", "can you make my website show in google search", "does google show ebay page", "why does my google show ebay in different way", "how to make google show my website page", "does google show ebay on page", "how to put my website on google", "how to show my website on google maps", "can google show my page on ebay", "does ebay show up on google if i type" ]
55814
[ "can google find my website with the last post date?", "how can a site show up in google results", "how does a site show up in the search results", "how to show a site on google", "how to show up on google with last post date and secondary links", "how to show up in google for a site", "how can my site show up on google search", "google how can site show up with last post date and secondary links", "how to find the last post date of my website on google", "why does my site need to be in google?", "how to show up on google", "does last post date show on google", "how to get website to show up on google", "what is google ranking with last post and secondary link", "how to make website show up in google search", "how to show up in google with last post date and secondary links", "how to make site show up in google", "how to make my website show up on google", "how to build a website that shows up in google", "how can a site show up on google with last post date and secondary links" ]
57308
[ "why is google search engine optimization useful", "which google page to put company info", "what is google SEO", "what is special google ranking", "why do i have search engine optimization", "how to optimize your website for google", "why do search engines use special links", "what's the special feature in google search", "is it possible to add videos in google search", "does google show your location in the search results", "what special search engine is google", "does smlrm get a special treatment in google", "why is there a special search engine", "what is a special SEO for google", "what is the google special feature", "why are special searches used google", "why is it so special on google results page", "special google search results", "what special search engine optimization is used", "do you show your video in google search results" ]
60875
[ "what are the google ads like on amazon", "when displaying links in structured way on amazon", "which search engine has links like ec2", "how to make amazon links structured", "does amazon show ec2 on search result", "what is the name of the search link that shows when clicking on amazon", "how to show links with amazon", "what is links like books", "how do i show my link in structured way like amazon do", "how to add a link to amazon com", "when do amazon sites include a links as a main section", "how to show amazon links in structured way", "what is ec2 in google search", "why are amazon links structured", "can you show links in structured way like amazon", "where can i find links for amazon", "how do you show a link on amazon", "which item can be placed in the main search for amazon.com", "what is the amazon link", "what is ec2 on amazon" ]
22430
[ "can i hide a website from google", "how to hide a webpage from crawler", "how to hide a link from a crawler", "which of the following is best to hide a certain page from the search engine?", "how to hide pages from google", "how to hide from google crawlers", "how hide pages from google crawler", "how to hide from google crawler", "what are the most important things i need to do to encourage google to crawl your site", "how to hide from google crawler", "how to hide websites from google", "how to hide website from google crawler", "hidden pages in google search", "how to hide a webpage from google", "do pages hide from google", "how do you hide website from google", "where do we hide pages from google", "how to hide pages from spider", "how to hide page from google", "how to hide page" ]
61682
[ "integrating google+ places with google search", "can google place links be added in google plus", "google places links and info", "can google places show up with google plus", "can google places show up on google", "can you integrate my google+ with google+", "how can google places show up in google+", "can google places links be integrated", "how to link to google", "google where is google+", "can google maps be integrated into google+", "how to add google maps to google+", "can google places be integrated", "how can i get google place info and google+", "what is the place page on google+", "google where is my google+ page", "can google+ show a google+ search", "where can i put a google+ link", "google places link how to use it", "can i have google+ links in my google+ site?" ]
978
[ "what is the most important thing to do to encourage google to display navigation", "what is the best way to get google to display navigation", "how to get google to display navigation", "what makes google display navigation in website", "how can i get my website's navigation", "what is google navigation example", "how to get google to display the navigation", "how i get google to display navigation", "how to get google to show navigation", "how to make Google display navigation", "how do i get google to display navigation", "how to get google to display navigation", "how to get google to display navigation", "what is the purpose of navigation for google?", "how do i get my site to display navigation for others", "how to get google to display navigation?", "how does google show navigation", "how to get google to display my navigation", "what would make google search for my website", "how to get google to display navigation" ]
19518
[ "how many sublinks on amazon website", "how to control sitelinks", "how to control sitelinks with google", "how many sub links does google have at a website", "how many sub-links are in a page", "does the first page of a website contain sublinks", "how many sub links for site", "how many sublinks are there in a website", "which website links are randomly chosen", "how can I control my sitelinks", "what are sub links in the top of a website", "how many random links on a website", "google how many sub link under a website", "how do you control sitelinks on google", "how many sub-links for amazon website", "how to control sitelinks", "how many google site links", "how many sublinks on google", "can you control google link", "what is the name of the sub-link in a website's footer" ]
42439
[ "what is the most important thing I need to do to encourage google>sitelinks?", "what are some important things to do to encourage google to promote sitelinks?", "what is the most important thing i need to do to encourage google to publish websitelinks", "what is the most important thing i need to do to encourage google> sitelinks?", "where can i find the sitelinks", "which search engine results are more likely to be duplicates?", "what is the most important thing i need to do to encourage google url", "what is the most important thing I need to do to encourage google", "what is the most important thing i need to do to encourage google", "where to find unique web results", "what is the sitelinks on imgur", "where are sitelinks located", "which website link is the most important?", "what is the most important things i need to encourage google to do", "what is the most important thing i need to do to encourage google to search", "what is the most important thing i need to encourage google", "what's important things to encourage google", "which search engine result is a sitelink", "dzrur jpg", "what search engine is dzrur" ]
47982
[ "how to display links on google", "can you show major links on google?", "can we have a website on google with major links", "how to display links to main page of internet", "how to show the links on google", "can you display your main link in google", "how to show a website with a major link on", "why does google have the main links", "what is the primary link google?", "why do we do the accenture job?", "how to show your website's links in google", "how to display a link in google", "how to display a main link in google", "can websites display sub links", "when people enter accenture on google what links do they see", "how to show major links on google", "why do websites show links on google", "when someone enters a name what is the link shown in google", "what is the name of the website that is displayed as a sublink in google", "how to display sublinks in google" ]
29411
[ "how to add menu in google search results", "how do i add menu search", "how to add menu on google", "how to add menu in google", "how do i make menu on google", "how to add a menu to google results", "how to add a menu on google", "where can you find menu in google", "how to make menu on google", "what is add menu on google", "what is menu in google", "can you make a website menu", "how to make menu in gist", "how to add a menu google results", "how do i put google menu on search result", "how to put menu in google search results", "add menu to google results", "how do you add menu in yahoo results", "how to add menus on search result", "add menu on google" ]
25590
[ "what is the purpose of websitelinks in google", "what is the purpose of sitelinks in a google search", "do you need to make a link to a page on a site to show in google", "what is stack overflow example", "how do we get the site descriptions displayed under the description", "what is the difference between a site title and a section on a website?", "how to get a site page on google", "can a section of my stack be displayed under the description in a search?", "why do we have a site link below a description?", "how do i get my sites to appear in google", "can you put a site description on google", "how do you get your website's section displayed in a google search", "how to get website sections to come to google after description", "how to put a website description at the bottom of google", "why would a description link be under a webpage", "what do you mean if the page is under the site description", "why does the website link under the description", "which page has the main section", "what is the most important thing i need to help encourage google > sitelinks?", "what's the meaning of a site description" ]
35738
[ "what is Google sitelink", "how to get google sitelinks", "can i get google sitelinks from google", "where do i see google sitelinks", "what can i get google site link", "google site link", "can google sitelinks", "can you get google site links", "what website has links to your google page", "can you link directly to a site with the google search engine?", "which google website links", "what is google sitelinks", "how to get google sitelinks", "how do i get google sitelinks", "google sitelinks", "what site links", "where to find google sitelinks", "google site links", "can i get google sitelinks", "how to get google sitelinks" ]
50877
[ "how do webmasters determine important web links", "how does google determine important websites", "what is google important links", "how is google determined", "why is it important when i search on google", "how does google determine which links are the most important?", "how is linked websites related", "why does google show web links on search pages", "when a website is linked to google do they", "how is google determining important link for search engines", "how does the search engines determine important links?", "why is the website important when it is on google", "how do google find important links on a website", "what is google link system", "how to find important links on a website", "how does search engines determine links", "how do website websites appear in google results", "how do google search engines determine the relevance to search terms?", "how can google determine the site's relevance", "google is what search engine" ]
58164
[ "why do i get multiple pages a day in search", "html4 how to get multiple websites in a page", "why do my sites show up on multiple pages", "why do i see different page in google results", "can you show multiple pages in a page in Google?", "how many pages are in html", "what should be on every page of a page in google", "what html style to use for multiple page in google", "how do I have a website that has multiple pages in google", "how many pages on each website", "why do i get multiple pages in google result", "what should be on every page in my website?", "how many pages on a site", "how to display multiple pages in one page in google?", "does google show multiple pages in the same page", "how to make multiple web pages show up on the same page", "what is the correct html format for displaying multiple page in the same page", "do you need multiple pages in the same page in google", "how to get multiple links on google", "why do google search page show up in a different page?" ]
45424
[ "when searching what does google search do?", "when do you see additional site links in google", "why do i need sitelinks in google", "can a website link in google", "why should sitelinks in google search", "why is google search showing sitelinks", "when doing a google search can a website display the link", "when a site relates to a website", "can i show sitelinks in google", "can you show additional site links on google", "do sites display additional sitelinks", "what is sitelinks in google", "google sitelinks", "how to display extra site links", "what is sitelinks in google", "how do I display sitelinks in google results", "can google search show additional site links", "when i google a site link is displayed", "why is google searching additional links?", "can sitelinks in google search be used for sitemap search" ]
56395
[ "what is the name of a website where google links", "how does google get its links from", "where do google get links?", "where does google get these links?", "how does google get your website links", "what site is linked from?", "where does google get its website links?", "where do links get indexed", "where does google get these links", "where does google get the links to my website", "where does google link get retrieved", "where does google get links", "where does google get these google links", "where does google get links", "where does google find google links", "where do google links come", "how google obtains website links", "when do google link", "where does google get links", "where does google link" ]
61555
[ "why are some websites extended", "why does some websites have extended search results in google?", "why websites have extended search results", "why do some websites have extended search results in google", "why does google display extended search results", "why do some websites have extended search results in google?", "why do some websites have extended search results in google?", "why do some websites have extended search results in google?", "why do some websites have extended search results in google", "why are some websites having extended search results", "why do some websites have extended search results in google?", "why do some websites have extended search results", "why websites have extended search results", "why do websites have extended search results in google?", "why some websites have extended search results in google?", "why do some websites have extended search results in google", "why do some websites have extended search results in google", "why do some websites have extended search results in google?", "why does google search results have extended", "why do some websites have extended search results in google?" ]
67795
[ "does cnn news get first rank", "how to make cnn rank first", "how to have cnn student news first", "cnn news how to make it first page google", "what makes a cnn news page first", "why is cnn first ranking on google", "how do i make the cnn news page first", "what makes cnn news first", "can cnn news get first place in google search", "what makes a page of a website rank higher", "how to get the anchor text first on google", "how do i rank my site first on google", "how can google rank cnn news", "how to make cnn news first", "how to make website rank first on google", "how to link to the cnn news website", "how to make page ranking first page of google", "how to make a cnn website rank first", "how do i get my cnn student news page to appear first on google", "what makes cnn news appear first" ]
9090
[ "what is the most important thing to do to encourage google to promote websites?", "how to display menu on google", "what is it called when a website is first in google", "how to display menu of site in google", "how to display menu in google results", "what is the most important thing i need to do to encourage google", "how to display menu in google results", "what is it called when your website is first in google", "how to id a site in google", "what is the most important thing to do to encourage google to promote website links", "where is my site located on google", "how to display menu of website in google results", "what is first in google", "where do i get the google ranking for my website", "what is the most important thing that i need to do to encourage google to encourage sitelinks", "what is the most important thing i need to do to encourage google?", "how to display menu in google", "how to display menu on site in google", "can you search for a site first in search engine results", "when to display menu on google" ]
50142
[ "how to organize google results", "why are site pages organized in google", "how to organize google search in google", "how to organize google search results", "google maps how to organize", "how can i organize my site in google", "how do you organize a page for google?", "google navigation how do you organize your website", "how to organize google maps", "why a site need to be organized in google", "what is the name of the page you are looking for in google", "how do we organize our websites", "google navigation how to organize html", "html how to organize site", "can you search through your website by navigation", "what is navigation page in google search", "how to organize google search pages", "what are navigation html techniques", "how to organize a website for google", "how to organize website pages" ]
20936
[ "how to organize your site on google", "what is sitelinks", "where is amazon on google", "where do you organize your site", "how to organize amazon page google", "which of the following is the most important thing that i need to do to encourage google?", "how to organize your site on google", "how to put an amazon on google", "what is the most important thing to have for google site index", "what is google sitelinks", "how to organize your website on google like amazon", "how to organize website on google", "how to organize my website google like amazon", "why do sites need sitelinks", "does amazon have a sitelink", "where is amazon website", "how do you organize a website in google", "how to create a site on google like amazon", "how to organize your site on google", "can you organize your site on google?" ]
9908
[ "what is the most important thing to do when a search results appear related to the tip of the iceberg?", "why are sitelinks important", "how do you format a page", "where do you put child links in search results", "what is the most important thing to do for a search to show up in google results?", "what type of link would show up in a result with the tip of the iceberg", "when a website links to a child site", "google search results for a child", "why do you see sitelinks on a website", "what's google child links", "what are sitelinks on google results", "which is the most important thing to do when displaying links in a result for google search?", "how to get linked up on google result", "what is the most important thing that google do to encourage sitelinks on their site", "what is the smallest of the following to put on a google search results", "what is the importance of parent links on a search", "what is the simplest way of showing child links in google results", "what is the most important thing to do on a search result page?", "what is the name of the page where a search result appears on the page", "what is a parent site link" ]
55873
[ "does google search engine structure", "how to make google structured", "how does google make search results", "can you make a search result like google", "how does google structure search results", "what is google's structure", "where does google search result come from", "how to make google search results like that", "what is the way search engine engine structure results", "does google structure search results", "what is the difference between a search engine and a website", "how to get custom google results", "how to make google search result more like a webpage", "why is google structured in search", "how to make google search more personalized", "what is the structure of google search", "how to customize google search results", "how to make google results look different", "how do you make your google search results more personal", "can google structure my results in the same way" ]
18443
[ "how do sitelinks work in google", "how are google site links generated in the results", "how do i get a site link in search results", "where is link generated", "what is google site link", "when to show site link in google search", "when a website is linked to google what is", "how are google site links generated", "why do google search engine show linked websites?", "how are sitelinks generated?", "do webmasters see site links when comparing pagerank", "how are google site links generated in search results?", "how are site links generated in google search results", "how are site links generated in search results?", "how do google site links work in search", "how are site links generated", "google how sitelinks are generated", "how can google link your website", "what is the most important thing to do for the website to be indexed on google", "where is site link generated" ]
67965
[ "which pages appear on google", "how do you choose which google search results", "which page appears first on google", "what page in google results will i see on the first i see?", "which search results has a page below the page", "which page does google first show up", "when is google first page in results", "which page is first in google results", "can you choose which page in google search", "what website shows first results", "what is the first page in google", "what is the first page in google results", "when do the first search results show", "which page is first in google results", "which pages are in first snippet of search results", "what is google page snippet", "does the first page show up in a search", "which page is the first search result on google", "which pages appear first in google results", "when to choose which page in search results" ]
27490
[ "what is the google page like?", "does google show site links", "what is website link", "how to make a site show up in results", "what site should google show on its homepage?", "how to get a site to rank for google", "does google show a site with internal links", "what is google site link", "what is the most important thing you need to do to encourage a link on your website", "how to make my website to be in the internet results like this", "does google display my site in google results?", "how to show site like the following in google", "do external links have to be included in a website", "how to make an image show up in sasd", "how to get my website to appear in google", "what does layingzend mean in google search result", "what to do to get google to show my site", "why is this page shown in google results", "how does google show site in search", "why does google display image in search result" ]
54942
[ "which is an internal heading on the page to promote sitelinks", "why use page headings internal", "how to use page headings for internal links", "will page headings encourage sitelinks", "do page headings promote sitelinks", "how to include sitelinks internal links on a web page", "which page headings should an internal link be", "what is the purpose of the internal heading in a site", "what type of internal link is used to add internal links to page headers?", "when you use an internal heading on a website what is the benefit", "can internal links be used as internal links", "why use page headings instead of page headings", "which page heading should be internal links", "why do you use page headings as internal links?", "if page heading is internal, will it encourage dna", "do the internal links work", "do page headers encourage sitelinks", "why do i use page headings", "which internal link to my site should i use", "what type of website is an internal linking" ]
67816
[ "how to link to my site page in google", "can i display a website in google", "how to show my site homepage in google", "how to show my site on google page", "how to get your web site to show up on google search", "how to show site homepage with google", "how to show a site homepage", "how do i show my website in google", "how to show site in google", "can I see my site page on google", "when a website cannot display google search results", "what does homepage mean on google", "what is the link for my page on my site", "how do I show a site page in google", "how to show your homepage in google", "why is my website not showing on google", "how to show my homepage on google", "why does my page not show up in google?", "how to show a link in google search results", "how to tell if site is on google" ]
11545
[ "what is the pros and cons of youtube video", "what is the pros and cons of youtube", "pros and cons of using youtube", "what is the pros and cons of youtube", "what is the best way to do video hosting?", "what's the pros and cons of ying video?", "what is the pros and cons of using video hosting", "what is the pro and cons of having a website", "what is the pros and cons for youtube", "what is the pros and cons of using youtube on your website", "what are the pros and cons of youtube video hosting?", "what is the pros and cons of youtube", "what are the cons of youtube", "what is the pros and cons of embedding videos", "what is the pros and cons of installing ads on youtube", "what are the pros and cons of youtube", "what are the pros and cons for using youtube", "how to make video ads", "what is the pros and cons of youtube", "what is the cons of youtube for a website" ]
11548
[ "what type of background is wordpress", "what is the wordpress theme that says repeat", "why cant i repeat a picture on wordpress theme widescreen", "why does the wordpress theme background not repeat", "why is the background on wordpress not repeated", "what theme keeps repeating a picture in browser", "wordpress theme how to repeat pictures", "what theme uses repeat to show a picture", "why doesn't wordpress themes repeat", "does wordpress theme repeat", "does wordpress repeat", "what font do you use to repeat a theme", "wordpress theme background on widescreen laptop", "does the wordpress theme repeat on the left side", "is wordpress repeatable on widescreen", "does wordpress theme repeat?", "what is the name of the theme to repeat in wordpress", "why can't I repeat a wordpress theme", "how to make a background for WordPress theme", "what is the coding for the background on wordpress" ]
28998
[ "what is unique url", "why should a site have unique urls", "how many unique urls does mysite.com have", "why unique url", "why is it better to have unique url?", "how do you find unique urls for pages", "what is the best way to get unique urls", "can you have a unique url", "what is the difference between the first URL and the end url", "what is the best url to start with", "what are unique urls", "why is unique url important", "why is it better to have unique urls", "how many words are unique to search engine", "what is the difference between a unique and a random page in search engine results page", "how many unique urls do i need to make a website", "what is the best way to start with a predefined word on a site", "how many pages does a site have", "which is better urls or one that looks like unique pages", "how to make a unique url for a search engine" ]
55293
[ "what program is microformat in?", "what kind of data does seoquake generate", "is seoquake not recognized for microformats", "can seoquake generate microcode", "what format is seoquake", "do you generate microcode in seoquake", "what format is used for web site pages", "what is the microformat in SEOquake", "what is microformats", "what is the microformat", "does SEOquake allow for microformats", "where is microformat", "is seoquake microformat", "what is microformat coding", "is microformat recognized by seoquake", "is seoquake microformat", "what is seoquake o", "what is the microformat that seoquake cannot recognize", "are microformats recognized", "is seoquake microformat" ]
5988
[ "why does adsense serve ads for webmasters", "can you do adsense with adsense", "can i use adsense to serve custom ad", "what is the best way to serve ad on a site", "how to serve ads from website", "webmaster who wants to serve ads from their clients", "where is adsense based?", "what is ad serving system", "what is custom advertisement", "what is the ad server", "what ad system to use on a website", "can you serve ads from a site", "how does a website serve ads", "how to serve ads on website", "how do i serve custom advertisements on my website", "can webmaster serve ads on site", "how to make ads appear on a website", "what is the best way to serve custom ads on a website?", "how to advertise in ad network for clients", "how to serve ad on site" ]
5989
[ "what is the best plugin to back up wordpress", "when i backup my website i use WordPress", "what plugin should i get to back up my wordpress site", "what is the best plugin to back up my WordPress page?", "how to back up my WordPress site", "what plugins can be used to back up a website", "which wordpress plugin can backup site", "what plugin is needed for back up of site", "which plugin is needed to back up an existing wordpress website?", "can plugin be used to backup wordpress", "what is the plugin for wordpress", "which plugin is best to back up wordpress", "which plugin to use to backup a website", "which plugin to use to backup a web site in wordpress?", "what plugin is required to back up a website with wordpress", "what is the plugin for wordpress", "what plugin should be used to backing up wordpress?", "what plugin to use to backup", "does wordpress wordpress backups", "what is the best plugin to backup" ]
5982
[ "what is the difference from wordpress vs clean html css", "difference between wordpress & clean html", "which is worse wordpress or css", "which website is better wordpress or wordpress", "what is the difference between wpm and clean html", "what's the difference between wordpress and html?", "which is easier to code with wordpress or clean html/css?", "what is the difference between wp and html", "what is better wordpress or js", "what is the difference between wordpress & css", "is it better to use wordpress or clean html", "what's wordpress", "difference between wordpress and js", "which is the faster web design wordpress or", "what is the difference between wordpress and html", "does clean html vs wordpress", "what is the wp difference", "is wordpress a clean html/css", "what is the difference between wp and clean html and css", "why is wordpress faster than wp" ]
51266
[ "where is google analytics tracking code", "why is google analytics not detected on website", "can you monitor web traffic with google analytics", "is there a way to see traffic on a single page", "how to monitor traffic to a website with google analytics", "how can you monitor traffic to a single page", "will google analytics work on a single page", "is there a google analytics for a single page", "how to monitor website traffic on single page", "why does google analytics not work on a single page", "can i add google analytics to each website", "will google analytics work on single page", "can you see traffic to one page of website using google analytics", "does google analytics work with html?", "does google analytics work on a single page", "why is google analytics not detected on a website", "is google analytics tracking not working", "do i need google analytics to see traffic to my website", "how to check traffic on one website", "how to check the traffic of a webpage" ]
5980
[ "can joomla be used for SEO", "how to use joomla for simple html website", "can you tag a website joomla", "what kind of website can i use joomla", "can joomla be used for SEO", "can joomla website be html", "is joomla good for seo", "which script can be used to tag an html page on a website without joomla", "what kind of website can joomla use", "does wordpress use css tags", "can joomla use html as a website tag", "can joomla tag a website", "what is html joomla", "what is the difference between css and HTML", "what is html used for web", "which web browser can you use for html tags?", "is joomla shtml", "can joomla tagging be used for a website?", "what is SEO in joomla", "do joomla websites use html tags" ]
19394
[ "how many visits a month for website", "google analytics average visitor", "why is google analytics showing new visitors", "when to use google analytics on sites", "when you add new page to google analytics what is the difference", "what is new website", "when a website is ranked as new visitor", "how many visits does google analytics have", "when do you get more new visitors in google analytics", "google analytics how many visits", "how much new visitors for google analytics", "google analytics visitor numbers", "google visitors total", "how many unique visitors to a site", "what is the difference between new visitors and absolute unique visitors", "how many visitors to a new website", "what is the total number of visits to a website", "how many visits a month", "how many visits does it take to build a website", "google analytics how many visits per month to a site" ]
5986
[ "how does htm caching work", "do news articles need caching", "what is the url of a news article", "is news article caching good", "what is a news article caching script", "is it necessary to caching news articles", "what is the difference between static html and.html", "how to create.html for a website", "what is the purpose of the.html page on a website?", "what is php caching for news articles", "why does an article have a.html page", "why would a website need php for a news post", "what is a news post caching system", "where to find unique article id", "what to use for news caching", "how to use news caching to show up in php", "what is news post caching", "how to create a news post html", "do news articles need to be cached", "what is the unique id code for news articles?" ]
30925
[ "how are google webmaster tools different from exam", "which test is proportional to google webmaster tools", "which test is proportional to the exam", "does google webmaster tools become available with more exams", "does google webmaster tools make more apps", "why are google webmaster tools available", "how do you make google webmaster tools available", "is google exams proportional to webmaster tools", "does google webmasters tools work as a test", "are web app tools proportional to exam scores", "what happens to webmaster tools as exams pass", "which is a proportional measure of test pass", "how does a pass of the google exams affect webmd", "does google webmaster tools change with exams", "which apps are proportional to google exams", "are google tools proportional to google exams", "what are the google tools", "what is google webmaster tools proportional to google exams", "why is google webmaster exams proportional with microsoft exams", "do you pass google exams to get webmaster tools" ]
5984
[ "how important is the logo for freelance?", "why is it important to design a logo", "what is the purpose of a freelance logo", "why is a logo important", "how important is the designer logo", "what is the role of logo?", "what is the importance of logo", "is website design crucial", "why is a simple logo important", "who is the logo for freelancers", "what is a freelance logo", "why should an abstract logo be used for freelancers website", "which is more important to the logo of a freelancer?", "how to design a logo for a freelancer", "what is the importance of logo for freelancers", "what is the importance of a logo", "how important is a logo", "how does a logo work as a freelance", "how important is a logo for freelancer", "why a logo should be important" ]
22261
[ "what is a notification bar", "what is the name of the article in my notifications bar that shows the date", "what is the status of content in the notification bar", "why are notifications in a meta article", "why does my notifications bar say irrelevant", "why is the notification bar indexed", "when an article is published how much time can this post be taken from it to get indexed?", "how to exclude content from search engine results", "what's the difference between content & notification bar", "how to exclude content from soa notifications", "why is this google notifications bar irrelevant", "how to exclude a specific post from a seo notification bar", "how to exclude content from soa meta", "why is notification bar generic", "how to block content from being indexed", "why is the notification bar irrelevant", "which notification bar is irrelevant in a seo meta", "what is spam content in my notifications bar", "what is the difference between a notification bar and a notifications bar?", "can you exclude articles from my notifications bar?" ]
61179
[ "why track user type google analytics", "what is user type tracking in google analytics", "why does google analytics track user type in the search engine", "why does google analytics do session", "how to tell user type", "can you track user sessions", "why do i need an analytics dashboard", "can google analytics track user type", "how to track users type and unique page views", "why do we need to track user type", "what is the difference between session and user", "what is user type tracked in google analytics", "why can't i track user type and session", "why do i need to track user type on google analytics", "what is unique page views", "why should user type be tracked", "why does google analytics track user types", "what's the track for google analytics", "what is user type tracked in google analytics", "google analytics user type tracking" ]
22268
[ "what is the temporary url on a store website", "what is the correct status code for a payment website", "what url to redirect to https", "how to set browser status", "what is the ssl status code for pay now", "what is the status code for payment", "when you redirect from https to http what status code do you use", "what is the ssl status code in pay now", "why does a website need https status code", "which browser status code does my payment go to?", "where is the ssl redirection code for pay now?", "what is the default url status", "what is the status code for a shop site", "which href to use for redirections to http?", "what is the status code for pay now", "what is the site status code for pay now", "when clicking pay online which status code is used for the payment?", "when i click pay now on website what status code", "which url should you use for pay now", "what is status code for ssl on checkout page" ]
48890
[ "what is wpad", "what is wpad", "which url is extensible", "what is wpad.dat?", "what is /wpad.dat HTTP header", "what is wpad.dat", "what does wpad stand for", "why is wpad.dat request so slow", "what is http/wpad", "what does /wpad.dat", "what is wpad.dat", "which request is /wpad", "what is wpad.dat", "what is wpad.dat", "what is the wpad.dat url", "how fast is webapp", "what is http://get/wpad.dat", "what does wpad stand for", "what is wpad?", "what is https/wpad" ]
39327
[ "why does apache not work on mypage host", "what ports do apache host", "why does apache virtual host not work", "where is my page host?", "what ports does apache listen", "how to set up a virtual host in apache", "what port does apache listen on", "why does mypage not run on apache", "what is httpd host in apache", "what ports does apache virtual host use", "why does apache not work", "what port does mypage run on in apache", "what port does mypage use?", "do i create a virtual host with apache", "where is my page located at", "why does apache virtual host not work", "does apache virtual host work", "what ports do you use apache for mypage", "what ports does apache run on?", "where is mypage server name" ]
19
[ "what is the best analytics package for your website", "what is the better website or analytics", "is google analytics better than google analytics", "is google analytics better", "what is the best analytics", "what is better analytics or google analytics", "which analytics program is better?", "can you compare google analytics", "is google analytics better than microsoft analytics", "what is the best analytics", "what's the difference between google analytics and adwords", "what is the best analytics package", "is google analytics better than google analytics", "is there a better analytics program", "is google analytics better than osa", "which is better google or google analytics", "is google analytics better than google analytics?", "what is the better analytics package", "is google analytics good or bad", "which is better google analytics or google analytics" ]
45570
[ "who can tell about lead generation", "can we track leads on google analytics", "what is the api used to capture click event data from a website?", "what is google analytics?", "can you share lead generation data", "why use google analytics", "what is the best tracking tools for lead generation", "can google analytics track leads", "how do you share your lead generated data", "what is google analytics", "can you share google analytics data", "can you track leads using google analytics", "can you share lead generation data", "how to tell if someone is following a particular link on google analytics", "can google analytics share data with partners", "what is the best way to track the generation of leads?", "is google analytics tracking click events", "why use google analytics", "what is ga in google analytics", "what is google analytics used for" ]
25063
[ "what protocol to use to send media to mobile device", "what server for mobile media", "can we transfer photos from mobile to desktop", "can you transfer media from a mobile to a desktop", "can i transfer media from desktop to mobile", "can media transfer between mobile apps", "can you transfer files between mobiles", "transfer media from a cell phone to a mobile client", "transfer media between mobile devices", "why would i send a picture from my cell phone to a server", "how to transfer a photo to a server", "what server does transferring media", "can i transfer media from mobile to server", "transfer media from mobile to client in server", "what protocol does it use to transfer media from desktop to mobile", "transfer media between client devices", "how to transfer media from mobile to desktop", "how to transfer media between devices", "does the server persist when transferring photos from a cell phone?", "can you send media from mobile to desktop" ]
55347
[ "why is it needed to rewrite http://domain.com", "where does website redirect from", "how do i rewrite my url from http to www", "redirect urls from url https to http", "url rewrite to www", "www is the http part of the url", "i need to change my url from www to www", "redirect website to www htaccess", "rewrite http://www.domain.com/sudirectory", "how to change the redirection rule on a domain.com.subdirectory", "where is www.domain.com in url", "what should my http/subdirectory be", "url rewrite from www", "where is www in.htaccess file", "http://www.sudir", "how do you change a url from https to http", "how many lines to add www in rewrite rule", "how to change http://www.domain.com", "how to change http to www on a website", "url rewrite to www." ]
43879
[ "what is the concurrence on a website", "why the concurrence is extremely high for hosting", "what is the concurrence with 503 issue", "what is the concurrence on joomla", "why is concurrence extremely high", "how to solve 503 issue", "how to solve 503 issue", "how to solve concurrence issue", "what is 503 issue in joomla", "do you have to pay domain on 503 issue", "can you solve 503 issue", "joomla concurrence", "how to solve the concurrence issue", "why is concurrence so high", "how to solve the concurrence issue", "why concurrence is extremely high", "why is concurrence so high", "what is 503 issue", "how to solve the 503 issue", "how to solve concurrence problem" ]
43878
[ "how many postcode areas are covered by skip hire", "do geographic lists work", "how many towns are covered by skip hire", "how many towns in nottinghamshire", "how many locations does skip hire cover", "what is nottingham skips", "how long is geography for skip hire", "how many towns are covered in a map", "where is nottingham skips delivered", "what is the swansea area", "how long do we have to go for the long geographic list of towns", "can skip hire work", "how many towns does skip hire cover", "where is the skip hire area in nottingham", "does google maps include nottingham", "does google maps cover these town", "what is the geographic coverage of swaddle", "where are skip hire areas", "can i skip hire nottingham", "how many towns on a map for skip hire" ]
25065
[ "can you switch domains from google adwords to google apps in az", "can you migrate a gmail account with a domain name", "what domain does google app use", "can you migrate a domain into a google account", "how to change gmail domain name", "can you migrate your gmail account to google apps", "how do i migrate to google adwords for business", "where is the domain for example", "can i migrate gmail account to google apps", "where do I migrate my google account to google apps", "what domain does google app use?", "does google have an account with google domain?", "can an existing google account become an account", "where can i migrate my google account to google apps for business", "how to migrate google account from other domains", "can i migrate a google account into google apps", "can i migrate google accounts to google apps", "how to change email domain for google", "how to migrate google accounts for enterprise", "can you move gmail email to android apps" ]
43874
[ "how often checks sitemap", "how often does gwt check sitemaps", "how often does gwt check a sitemap", "how often does a dynamic sitemap get published", "how often should wordpress sitemap be updated", "how often do you check dynamic sitemaps in gwt", "how often does a websitemap get reviewed in gwt", "how often is sitemap checked in the gwt", "how often does gwt check sitemaps?", "how often is sitemap checked", "what is sitemap checked for", "how often to check sitemap", "how often is sitemap checked in gwt", "how often does a sitemap update", "how often does gwt check sitemap", "how often does gwt check dynamic sites", "how often gwt sitemap", "how often will gwt check site map", "how often is sitemap checked", "how often check sitemap" ]
43873
[ "is a keyword optional in google tag manager", "how to use google tag manager", "google tag manager script", "what is the benefit of using tag manager", "can google tag manager get your keyword and website URL", "does google tag manager include a keyword?", "does google tag manager have keywords", "how to create a tag", "how to use google meta tags", "why use search engine tag manager", "is google tag manager good", "google tag manager script", "how to create a tag without a keyword", "how to create a tag with google tag manager", "how to use google tag manager", "what is google tag manager", "what is the google tag manager", "what is the purpose of a tag manager in google?", "can you add google tag manager as URL", "do tag managers work on url?" ]
58735
[ "what is the server directory in nginx used", "where is coolapp located in nginx", "where is my site located at in nginx", "where is the coolapp location", "what does alias nginx look like", "why is nginx alias required", "where does nginx map requests to", "where is the external app located?", "where is server nginx", "what is the address of this external directory nginx", "where is mysite.com/coolapp located", "where is coolapp located", "where are my applications located in nginx", "where does coolapp reside", "where is nginx server located", "where is the nginx server located", "what is the alias in nginx", "where to map requests from nginx", "where is coolapp located", "where is coolapp located" ]
19715
[ "what is web design", "do i need to do a website design", "how to develop a website design", "can you design and make a website design", "what is a good web design", "how do you do good web site design", "how to develop a website", "how to design a good website design", "how to develop good website design", "how to do a well designed web design", "how to design a website website for you", "how to develop a website", "how to develop a web design in web site", "how to develop a website", "how to develop a good web design for a web site", "how do we develop web design", "what is a good web site design", "web design good", "what should you develop in web design", "what is the purpose of a web designer" ]
20838
[ "what is a shared hosting", "what is website hosting", "what is the difference between a shared hosting and a dedicated hosting?", "what is web hosting?", "web hosting answers", "what does hosting a website mean", "what is web hosting", "how to find web hosting", "how to find hosting that meets my requirements", "how to find webhosting", "how is web hosting", "hosting definition webmasters", "how does hostess work", "what is the difference between a shared vps and dedicated hosting?", "how to find hosting hosting that meets my requirements", "how to find web hosting that meets my requirements?", "web hosting what do webmasters use", "what is web hosting that meets my requirements?", "what is vps hosting?", "what is web hosting" ]
56206
[ "what is virtual desktop hosting?", "what is the difference between a vps and hosting", "what is vps for hosting", "what are the similarities between a vps and hosting?", "what's the difference between hosting and vps", "what is the difference between a vps and a hosting account", "can i use a virtual desktop on an vps", "does vps host symfony servers", "does hosting a virtual desktop work", "do vps need access", "why do vps cost more", "what is the vps server used for", "what is the difference between hosting and vps", "how to create wt vps", "what is the difference vps hosting and virtual desktop", "how do i setup a virtual desktop", "does a vps need access", "what is the difference between a vps and hosting", "does hosting symfony require vps", "what vps is needed for hosting" ]
65568
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YAML Metadata Error: "size_categories" must be a string

NFCorpus: 20 generated queries (BEIR Benchmark)

This HF dataset contains the top-20 synthetic queries generated for each passage in the above BEIR benchmark dataset.

Below contains the old dataset card for the BEIR benchmark.

Dataset Card for BEIR Benchmark

Dataset Summary

BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks:

All these datasets have been preprocessed and can be used for your experiments.


Supported Tasks and Leaderboards

The dataset supports a leaderboard that evaluates models against task-specific metrics such as F1 or EM, as well as their ability to retrieve supporting information from Wikipedia.

The current best performing models can be found here.

Languages

All tasks are in English (en).

Dataset Structure

All BEIR datasets must contain a corpus, queries and qrels (relevance judgments file). They must be in the following format:

  • corpus file: a .jsonl file (jsonlines) that contains a list of dictionaries, each with three fields _id with unique document identifier, title with document title (optional) and text with document paragraph or passage. For example: {"_id": "doc1", "title": "Albert Einstein", "text": "Albert Einstein was a German-born...."}
  • queries file: a .jsonl file (jsonlines) that contains a list of dictionaries, each with two fields _id with unique query identifier and text with query text. For example: {"_id": "q1", "text": "Who developed the mass-energy equivalence formula?"}
  • qrels file: a .tsv file (tab-seperated) that contains three columns, i.e. the query-id, corpus-id and score in this order. Keep 1st row as header. For example: q1 doc1 1

Data Instances

A high level example of any beir dataset:

corpus = {
    "doc1" : {
        "title": "Albert Einstein", 
        "text": "Albert Einstein was a German-born theoretical physicist. who developed the theory of relativity, \
                 one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for \
                 its influence on the philosophy of science. He is best known to the general public for his mass–energy \
                 equivalence formula E = mc2, which has been dubbed 'the world's most famous equation'. He received the 1921 \
                 Nobel Prize in Physics 'for his services to theoretical physics, and especially for his discovery of the law \
                 of the photoelectric effect', a pivotal step in the development of quantum theory."
        },
    "doc2" : {
        "title": "", # Keep title an empty string if not present
        "text": "Wheat beer is a top-fermented beer which is brewed with a large proportion of wheat relative to the amount of \
                 malted barley. The two main varieties are German Weißbier and Belgian witbier; other types include Lambic (made\
                 with wild yeast), Berliner Weisse (a cloudy, sour beer), and Gose (a sour, salty beer)."
    },
}

queries = {
    "q1" : "Who developed the mass-energy equivalence formula?",
    "q2" : "Which beer is brewed with a large proportion of wheat?"
}

qrels = {
    "q1" : {"doc1": 1},
    "q2" : {"doc2": 1},
}

Data Fields

Examples from all configurations have the following features:

Corpus

  • corpus: a dict feature representing the document title and passage text, made up of:
    • _id: a string feature representing the unique document id
      • title: a string feature, denoting the title of the document.
      • text: a string feature, denoting the text of the document.

Queries

  • queries: a dict feature representing the query, made up of:
    • _id: a string feature representing the unique query id
    • text: a string feature, denoting the text of the query.

Qrels

  • qrels: a dict feature representing the query document relevance judgements, made up of:
    • _id: a string feature representing the query id
      • _id: a string feature, denoting the document id.
      • score: a int32 feature, denoting the relevance judgement between query and document.

Data Splits

Dataset Website BEIR-Name Type Queries Corpus Rel D/Q Down-load md5
MSMARCO Homepage msmarco train
dev
test
6,980 8.84M 1.1 Link 444067daf65d982533ea17ebd59501e4
TREC-COVID Homepage trec-covid test 50 171K 493.5 Link ce62140cb23feb9becf6270d0d1fe6d1
NFCorpus Homepage nfcorpus train
dev
test
323 3.6K 38.2 Link a89dba18a62ef92f7d323ec890a0d38d
BioASQ Homepage bioasq train
test
500 14.91M 8.05 No How to Reproduce?
NQ Homepage nq train
test
3,452 2.68M 1.2 Link d4d3d2e48787a744b6f6e691ff534307
HotpotQA Homepage hotpotqa train
dev
test
7,405 5.23M 2.0 Link f412724f78b0d91183a0e86805e16114
FiQA-2018 Homepage fiqa train
dev
test
648 57K 2.6 Link 17918ed23cd04fb15047f73e6c3bd9d9
Signal-1M(RT) Homepage signal1m test 97 2.86M 19.6 No How to Reproduce?
TREC-NEWS Homepage trec-news test 57 595K 19.6 No How to Reproduce?
ArguAna Homepage arguana test 1,406 8.67K 1.0 Link 8ad3e3c2a5867cdced806d6503f29b99
Touche-2020 Homepage webis-touche2020 test 49 382K 19.0 Link 46f650ba5a527fc69e0a6521c5a23563
CQADupstack Homepage cqadupstack test 13,145 457K 1.4 Link 4e41456d7df8ee7760a7f866133bda78
Quora Homepage quora dev
test
10,000 523K 1.6 Link 18fb154900ba42a600f84b839c173167
DBPedia Homepage dbpedia-entity dev
test
400 4.63M 38.2 Link c2a39eb420a3164af735795df012ac2c
SCIDOCS Homepage scidocs test 1,000 25K 4.9 Link 38121350fc3a4d2f48850f6aff52e4a9
FEVER Homepage fever train
dev
test
6,666 5.42M 1.2 Link 5a818580227bfb4b35bb6fa46d9b6c03
Climate-FEVER Homepage climate-fever test 1,535 5.42M 3.0 Link 8b66f0a9126c521bae2bde127b4dc99d
SciFact Homepage scifact train
test
300 5K 1.1 Link 5f7d1de60b170fc8027bb7898e2efca1
Robust04 Homepage robust04 test 249 528K 69.9 No How to Reproduce?

Dataset Creation

Curation Rationale

[Needs More Information]

Source Data

Initial Data Collection and Normalization

[Needs More Information]

Who are the source language producers?

[Needs More Information]

Annotations

Annotation process

[Needs More Information]

Who are the annotators?

[Needs More Information]

Personal and Sensitive Information

[Needs More Information]

Considerations for Using the Data

Social Impact of Dataset

[Needs More Information]

Discussion of Biases

[Needs More Information]

Other Known Limitations

[Needs More Information]

Additional Information

Dataset Curators

[Needs More Information]

Licensing Information

[Needs More Information]

Citation Information

Cite as:

@inproceedings{
thakur2021beir,
title={{BEIR}: A Heterogeneous Benchmark for Zero-shot Evaluation of Information Retrieval Models},
author={Nandan Thakur and Nils Reimers and Andreas R{\"u}ckl{\'e} and Abhishek Srivastava and Iryna Gurevych},
booktitle={Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track (Round 2)},
year={2021},
url={https://openreview.net/forum?id=wCu6T5xFjeJ}
}

Contributions

Thanks to @Nthakur20 for adding this dataset.Top-20 generated queries for every passage in NFCorpus

Dataset Card for BEIR Benchmark

Table of Contents

Dataset Description

Dataset Summary

BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks:

All these datasets have been preprocessed and can be used for your experiments.


Supported Tasks and Leaderboards

The dataset supports a leaderboard that evaluates models against task-specific metrics such as F1 or EM, as well as their ability to retrieve supporting information from Wikipedia.

The current best performing models can be found here.

Languages

All tasks are in English (en).

Dataset Structure

All BEIR datasets must contain a corpus, queries and qrels (relevance judgments file). They must be in the following format:

  • corpus file: a .jsonl file (jsonlines) that contains a list of dictionaries, each with three fields _id with unique document identifier, title with document title (optional) and text with document paragraph or passage. For example: {"_id": "doc1", "title": "Albert Einstein", "text": "Albert Einstein was a German-born...."}
  • queries file: a .jsonl file (jsonlines) that contains a list of dictionaries, each with two fields _id with unique query identifier and text with query text. For example: {"_id": "q1", "text": "Who developed the mass-energy equivalence formula?"}
  • qrels file: a .tsv file (tab-seperated) that contains three columns, i.e. the query-id, corpus-id and score in this order. Keep 1st row as header. For example: q1 doc1 1

Data Instances

A high level example of any beir dataset:

corpus = {
    "doc1" : {
        "title": "Albert Einstein", 
        "text": "Albert Einstein was a German-born theoretical physicist. who developed the theory of relativity, \
                 one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for \
                 its influence on the philosophy of science. He is best known to the general public for his mass–energy \
                 equivalence formula E = mc2, which has been dubbed 'the world's most famous equation'. He received the 1921 \
                 Nobel Prize in Physics 'for his services to theoretical physics, and especially for his discovery of the law \
                 of the photoelectric effect', a pivotal step in the development of quantum theory."
        },
    "doc2" : {
        "title": "", # Keep title an empty string if not present
        "text": "Wheat beer is a top-fermented beer which is brewed with a large proportion of wheat relative to the amount of \
                 malted barley. The two main varieties are German Weißbier and Belgian witbier; other types include Lambic (made\
                 with wild yeast), Berliner Weisse (a cloudy, sour beer), and Gose (a sour, salty beer)."
    },
}

queries = {
    "q1" : "Who developed the mass-energy equivalence formula?",
    "q2" : "Which beer is brewed with a large proportion of wheat?"
}

qrels = {
    "q1" : {"doc1": 1},
    "q2" : {"doc2": 1},
}

Data Fields

Examples from all configurations have the following features:

Corpus

  • corpus: a dict feature representing the document title and passage text, made up of:
    • _id: a string feature representing the unique document id
      • title: a string feature, denoting the title of the document.
      • text: a string feature, denoting the text of the document.

Queries

  • queries: a dict feature representing the query, made up of:
    • _id: a string feature representing the unique query id
    • text: a string feature, denoting the text of the query.

Qrels

  • qrels: a dict feature representing the query document relevance judgements, made up of:
    • _id: a string feature representing the query id
      • _id: a string feature, denoting the document id.
      • score: a int32 feature, denoting the relevance judgement between query and document.

Data Splits

Dataset Website BEIR-Name Type Queries Corpus Rel D/Q Down-load md5
MSMARCO Homepage msmarco train
dev
test
6,980 8.84M 1.1 Link 444067daf65d982533ea17ebd59501e4
TREC-COVID Homepage trec-covid test 50 171K 493.5 Link ce62140cb23feb9becf6270d0d1fe6d1
NFCorpus Homepage nfcorpus train
dev
test
323 3.6K 38.2 Link a89dba18a62ef92f7d323ec890a0d38d
BioASQ Homepage bioasq train
test
500 14.91M 8.05 No How to Reproduce?
NQ Homepage nq train
test
3,452 2.68M 1.2 Link d4d3d2e48787a744b6f6e691ff534307
HotpotQA Homepage hotpotqa train
dev
test
7,405 5.23M 2.0 Link f412724f78b0d91183a0e86805e16114
FiQA-2018 Homepage fiqa train
dev
test
648 57K 2.6 Link 17918ed23cd04fb15047f73e6c3bd9d9
Signal-1M(RT) Homepage signal1m test 97 2.86M 19.6 No How to Reproduce?
TREC-NEWS Homepage trec-news test 57 595K 19.6 No How to Reproduce?
ArguAna Homepage arguana test 1,406 8.67K 1.0 Link 8ad3e3c2a5867cdced806d6503f29b99
Touche-2020 Homepage webis-touche2020 test 49 382K 19.0 Link 46f650ba5a527fc69e0a6521c5a23563
CQADupstack Homepage cqadupstack test 13,145 457K 1.4 Link 4e41456d7df8ee7760a7f866133bda78
Quora Homepage quora dev
test
10,000 523K 1.6 Link 18fb154900ba42a600f84b839c173167
DBPedia Homepage dbpedia-entity dev
test
400 4.63M 38.2 Link c2a39eb420a3164af735795df012ac2c
SCIDOCS Homepage scidocs test 1,000 25K 4.9 Link 38121350fc3a4d2f48850f6aff52e4a9
FEVER Homepage fever train
dev
test
6,666 5.42M 1.2 Link 5a818580227bfb4b35bb6fa46d9b6c03
Climate-FEVER Homepage climate-fever test 1,535 5.42M 3.0 Link 8b66f0a9126c521bae2bde127b4dc99d
SciFact Homepage scifact train
test
300 5K 1.1 Link 5f7d1de60b170fc8027bb7898e2efca1
Robust04 Homepage robust04 test 249 528K 69.9 No How to Reproduce?

Dataset Creation

Curation Rationale

[Needs More Information]

Source Data

Initial Data Collection and Normalization

[Needs More Information]

Who are the source language producers?

[Needs More Information]

Annotations

Annotation process

[Needs More Information]

Who are the annotators?

[Needs More Information]

Personal and Sensitive Information

[Needs More Information]

Considerations for Using the Data

Social Impact of Dataset

[Needs More Information]

Discussion of Biases

[Needs More Information]

Other Known Limitations

[Needs More Information]

Additional Information

Dataset Curators

[Needs More Information]

Licensing Information

[Needs More Information]

Citation Information

Cite as:

@inproceedings{
thakur2021beir,
title={{BEIR}: A Heterogeneous Benchmark for Zero-shot Evaluation of Information Retrieval Models},
author={Nandan Thakur and Nils Reimers and Andreas R{\"u}ckl{\'e} and Abhishek Srivastava and Iryna Gurevych},
booktitle={Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track (Round 2)},
year={2021},
url={https://openreview.net/forum?id=wCu6T5xFjeJ}
}

Contributions

Thanks to @Nthakur20 for adding this dataset.

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