Datasets:

FaisalHejary
/

deepsearchqa-domain-embedding

task stringclasses 1 value	query_inst stringclasses 1 value	query stringlengths 49 1.01k	document_inst stringclasses 1 value	positives listlengths 1 1	negatives listlengths 4 4
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to CAROL NTSB Aviation Search dataset, of all reported airplane accidents from 1 Jan 2020 until 31 December 2022, occurring in the United States with a fatal injury level – find the airplane accident with the most fatalities. In the record and docket for this accident, find the maintenance errata report and i...	Represent this domain for classification	[ "السفر" ]	[ "السياسة والحكومة", "التاريخ", "الجغرافيا", "المالية والاقتصاد" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	From 2021 to 2022, what were the 5 states that had the lowest 12-month unduplicated headcount enrollment at Title IV institutions? According to https://nces.ed.gov/ipeds.	Represent this domain for classification	[ "التعليم" ]	[ "العلوم", "السياسة والحكومة", "الصحة", "الجغرافيا" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	In the year 2020 which 5 states had the capability to produce the most electricity from coal?	Represent this domain for classification	[ "المالية والاقتصاد" ]	[ "الجغرافيا", "العلوم", "السياسة والحكومة", "علم الأحياء" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Name the two songs that went viral on TikTok by the artist who (from 2016 to 2021) played drums in a band that won "Best Holy Local Band" in the Phoenix New Times Best of Phoenix 2006.	Represent this domain for classification	[ "Media & Entertainment" ]	[ "Other", "Arts & Entertainment", "Politics & Government", "Arts" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to Penn State University's audited financial statements, which years from 2015 to 2019 did "government grants and contracts" make up more than 10% of the University's operating revenues? Provide the years chronologically in a comma-separated list.	Represent this domain for classification	[ "المالية والاقتصاد" ]	[ "التعليم", "العلوم", "السياسة والحكومة", "الجغرافيا" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Please name the authors of a brief article titled "The impact of late, non-balanced bilingualism on cognitive performance" in the 137th edition of "Cognition: International Journal of Cognitive Science", published April 2015	Represent this domain for classification	[ "Science" ]	[ "Linguistics", "Politics & Government", "Education", "Other" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Of the top 5 causes of recreational water outbreaks in the United States from 1971 - 2020 (according to the CDC), which of those with bacterial etiology had more than 10 confirmed recreational-water–associated cases in 2015, according to the Waterborne Disease Outbreaks Annual Surveillance Report?	Represent this domain for classification	[ "العلوم" ]	[ "الصحة", "علم الأحياء", "الجغرافيا", "السياسة والحكومة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	In 2019, the European Centre for Disease Prevention and Control (ECDC) found that the following EU/EEA countries had measles cases exceeding 100: Austria, Belgium, Bulgaria, Czechia, France, Germany, Italy, Lithuania, Poland, Romania, Slovakia, and Spain. Which of these countries had second-dose coverage of a measles-c...	Represent this domain for classification	[ "Health" ]	[ "Politics & Government", "Other", "Geography", "Biology" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Using 2023 data, from the top 5 US common stocks listed on the nasdaq by market cap, which had a positive change in net cash flow and a positive change in EPS (2022 to 2023 reports on nasdaq). Provide their symbols only.	Represent this domain for classification	[ "Finance & Economics" ]	[ "Technology", "Current Events", "Science", "Politics & Government" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	List all of the counties in California, with a population over 1 million as of the 2020 census, that had a combined total of accidents of 45 or more on Thanksgiving and Christmas Day of 2022, according to the California Crash Reporting System.	Represent this domain for classification	[ "Politics & Government" ]	[ "Other", "Geography", "Science", "Current Events" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Using 2020 data from data.un.org, which world regions had less than 80 per 100 individuals using the internet, a life expectancy at birth of over 65 for men, an unemployment rate under 15%, and a percentage of rural population using safely managed sanitation above 50%? When more specifically divided regions are availab...	Represent this domain for classification	[ "أخرى" ]	[ "السياسة والحكومة", "الجغرافيا", "الصحة", "المالية والاقتصاد" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to the allrecipes.com article "The 5 Best Recipes of 2023", which of the winners which has the highest amount of protein?	Represent this domain for classification	[ "أخرى" ]	[ "الصحة", "الإعلام والترفيه", "اللسانيات", "الفنون والترفيه" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I'd like to find a critical review that has been published in a peer-reviewed academic journal which focuses on the challenges of editing an edition of James Joyce's, "Ulysses," for publication. The review should have been published before 2020. I'd like the author to be an authoritative expert on James Joyce, so the a...	Represent this domain for classification	[ "Arts" ]	[ "Linguistics", "History", "Education", "Other" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	From the data in the IZA Global Preferences Survey, which countries met at least two of the following criteria: Countries that scored less than -.4 in Patience Countries that scored more than .4 in Risk taking Countries that scored less than -.4 in Altruism Countries that scored more than .4 in negative Reciprocity Cou...	Represent this domain for classification	[ "Finance & Economics" ]	[ "Politics & Government", "Linguistics", "Other", "Geography" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Identify years where Burning Man attendance was lower than the prior year between 2013 and the year prior to the COVID 19 Pandemic, ignoring Margin of Error. What were the total revenues listed on the 990 tax forms for those years?	Represent this domain for classification	[ "Arts" ]	[ "Arts & Entertainment", "Other", "Media & Entertainment", "Politics & Government" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Of the schools operating in Saskatchewan which high schools are classified under the GSCS school division? List them in order of year opened along with their address and phone number.	Represent this domain for classification	[ "Education" ]	[ "Politics & Government", "Other", "Geography", "History" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	For the year with the lowest average composite ACT score from 2013 through 2023, which state experienced the largest decline in the percentage of students taking the ACT compared to five years earlier, according to the National Center for Education Statistics?	Represent this domain for classification	[ "التعليم" ]	[ "العلوم", "السياسة والحكومة", "الجغرافيا", "علم الأحياء" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to the UNdata website, out of India, Pakistan, Nepal, Bhutan, and Bangladesh, which countries had an increase in the percentage of their workforce being unemployed between 2015 and 2020, when rounded to one decimal place?	Represent this domain for classification	[ "المالية والاقتصاد" ]	[ "السياسة والحكومة", "الجغرافيا", "العلوم", "الصحة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Of the properties that have been determined eligible for designation as a National Historic Landmark before 2023 but could not ultimately be designated, which are also listed in the National Register of Historic Places, still exist today, and are located in a state that does not border any large bodies of water (not co...	Represent this domain for classification	[ "History" ]	[ "Politics & Government", "Other", "Geography", "Arts & Entertainment" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I am examining the production of Canadian Animal Agriculture Products (eggs and milk, specifically). According to Statistics Canada, as of March 2024, which provinces had an average number of layers exceeding 2 million, egg-in-shell production exceeding 8 million, but a total volume of milk sold off farms not exceeding...	Represent this domain for classification	[ "Finance & Economics" ]	[ "Politics & Government", "Other", "Science", "Biology" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	As according to the website database.earth, from the years 1965 to 1975, find the countries in South-Eastern Asia that had a GDP Growth Rate of 10% or more for at least two of those years. Of those countries, which had an average life expectancy that increased by 5 years or more?	Represent this domain for classification	[ "الجغرافيا" ]	[ "السياسة والحكومة", "التاريخ", "المالية والاقتصاد", "الصحة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	In 2023 estimated data from the CIA, what were the top 3 European countries in energy consumption per capita? Then list the 3 EU countries with the lowest shares of renewables for that same year starting with the lowest. Then using the CIA 2023 estimated data, what European country had the highest real GDP per capita? ...	Represent this domain for classification	[ "Other" ]	[ "Politics & Government", "Geography", "Finance & Economics", "History" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Which of the 10 most visited states by overseas visitors in 2023 (based on trade.gov data) have no congressionally designated National Park's within their borders, and 3 or less international airports? All data should pertain to 2023.	Represent this domain for classification	[ "السفر" ]	[ "الجغرافيا", "السياسة والحكومة", "المالية والاقتصاد", "الأحداث الجارية" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to SAMHSA's 2019 National Survey on Drug Use and Health, which gender among teenagers aged 12-17 experienced a larger percentage increase in alcohol use in the past month when comparing 2018 values to 2019 values?	Represent this domain for classification	[ "Health" ]	[ "Politics & Government", "Other", "Education", "Science" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	In The Muppet Movie, which actor who cameoed in the county fair scene has at least one star on the Walk of Fame, an Emmy, and a Golden Globe?	Represent this domain for classification	[ "Media & Entertainment" ]	[ "Arts & Entertainment", "Other", "Technology", "Arts" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to Official US Census Bureau "Veteran Status" S2101 ACS 5-year estimate tables, in which year from 2010 to 2019 (inclusive) was the estimated civilian population (aged 18 years or older) the greatest for District 3, Baltimore County, Maryland?	Represent this domain for classification	[ "Geography" ]	[ "Politics & Government", "Other", "Health", "History" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to Britannica, list all skyscrapers built before 2020 that are above 1,450ft, and are located North of the 30th parallel. Only include skyscrapers that finished construction on a year that ends with an even number.	Represent this domain for classification	[ "الجغرافيا" ]	[ "التاريخ", "العلوم", "اللسانيات", "التعليم" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to the Alabama State Dept. of Education overall report card, which of all of the general education high schools in Cherokee County had the highest percentage of Students with Disabilities for the 2021-2022 reporting year?	Represent this domain for classification	[ "Education" ]	[ "Politics & Government", "Other", "Health", "Finance & Economics" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Comparing the White House's official, base, net, discretionary budget requests (net budget authority, as they appear in the "Discretionary Overview by Major Agency" tables at the end of the reports) in 2018, 2019, 2020, and 2021, what cabinet department or major agency out of the defense dept., the education dept, and ...	Represent this domain for classification	[ "السياسة والحكومة" ]	[ "الصحة", "المالية والاقتصاد", "التاريخ", "الجغرافيا" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	list all of the plants on the NYS Prohibited list	Represent this domain for classification	[ "العلوم" ]	[ "السياسة والحكومة", "الجغرافيا", "علم الأحياء", "الصحة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	From the Irish census 2022, of the top five non-Irish populations usually resident and present in the the State by citizenship, first find the populations from these five which decreased by more than 10% between 2016 and 2022 then tell me which of these population’s home nations concurrently saw a decrease in populatio...	Represent this domain for classification	[ "أخرى" ]	[ "الجغرافيا", "السياسة والحكومة", "التاريخ", "الصحة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Among the countries analyzed in the 2001 Environmental Sustainability Index (ESI) that directly border the country where the meeting was held, which ones had 100% of their territory with a population density of at least 5 persons per square kilometer?	Represent this domain for classification	[ "العلوم" ]	[ "الجغرافيا", "السياسة والحكومة", "علم الأحياء", "المالية والاقتصاد" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Of the non-EU countries (excluding the UK)(as of June 2024) with a 'medium' rating on the 2024 Climate Change Performance Index , find the country with a 2023 HDI ranking of lower than 0.7 but a GDP of higher than $350bn in 2023 according to the World Bank World Development Indicators.	Represent this domain for classification	[ "Geography" ]	[ "Politics & Government", "Finance & Economics", "Other", "Science" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Which state where at least two species were previously found that were delisted from the Endangered Species Act due to extinction by the US Fish and Wildlife Service in 2023 had the largest percentage population growth since the decade of the passage of the Endangered Species Act until 2020 according to the US Census.	Represent this domain for classification	[ "Geography" ]	[ "Biology", "Politics & Government", "Science", "Other" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Of all the Iowa counties who saw a rise in number of farms from 1930-1935 and again in 1935-1940, which 1942 secretary of agriculture candidates got the majority of votes for each county?	Represent this domain for classification	[ "السياسة والحكومة" ]	[ "التاريخ", "الجغرافيا", "العلوم", "التعليم" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	In the 2022-2023 season, for the player bought for 2.3 million euros for the team in the semi final of the European Conference League with the most number of points in their respective domestic league, which city were they born in?	Represent this domain for classification	[ "الرياضة" ]	[ "العلوم", "علم الأحياء", "المالية والاقتصاد", "السياسة والحكومة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I'm looking into some possible correlations for a study I'm working on. Could you tell me which country fits all of the following criteria: had a daily per capita fat supply higher than 150g in 2020 (total daily fat supply per person in grams), had a death rate due to low physical activity lower than 4.0 in 100,000 peo...	Represent this domain for classification	[ "الصحة" ]	[ "السياسة والحكومة", "الجغرافيا", "الأحداث الجارية", "المالية والاقتصاد" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Out of the movies produced by the director of Transformers, when was the actress who played henrietta born?	Represent this domain for classification	[ "الإعلام والترفيه" ]	[ "الفنون والترفيه", "الفنون", "اللسانيات", "الرياضة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to the hesa.ac.uk, which academic year between 2015 and 2020 saw the biggest difference between the total number of undergraduate and postgraduate student enrolments in England, Northern Ireland, Scotland and Wales collectively?	Represent this domain for classification	[ "التعليم" ]	[ "العلوم", "السياسة والحكومة", "الجغرافيا", "التاريخ" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to the American Library Association, which books that have appeared at least twice on their "Top 10 Most Challenged Books" lists for the years 2015-2020 are not present on any of their Frequently Challenged Books lists under "Classics", "Young Adult Books", "Children's Books", or "Books with Diverse Content"?	Represent this domain for classification	[ "الفنون" ]	[ "التعليم", "اللسانيات", "السياسة والحكومة", "الإعلام والترفيه" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I’m interested in how firearm mortality rates impact the votes of Congressional representatives on gun control laws. Using the CDC’s “Stats of the States,” find all the states that were in the top ten for the highest firearm mortality death rates AND homicide death rates in 2020, 2021, and 2022. These should be the sta...	Represent this domain for classification	[ "السياسة والحكومة" ]	[ "الصحة", "الجغرافيا", "الأحداث الجارية", "التاريخ" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Based on data available at bea.gov, tell me which of the following states–California, Florida, New York, Texas–exceeded both 1,000,000 in real gross domestic product (GDP) (millions of chained 2017 dollars) and 1,250,000 in disposable personal income (millions of current dollars) in 2020.	Represent this domain for classification	[ "المالية والاقتصاد" ]	[ "السياسة والحكومة", "الجغرافيا", "الإعلام والترفيه", "الصحة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Using data from the American Presidency Project, list in alphabetical order of last name the U.S. presidential election winners who: (1) won a single U.S. election during the 20th century (understood as 1900-1999 inclusive) ; (2) won that election with less than 50% of the popular vote; (3) held their first solo news c...	Represent this domain for classification	[ "Politics & Government" ]	[ "History", "Linguistics", "Geography", "Other" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Of the countries which have a higher LGBT+ rights index (2019) and women's business and the law index (2023) and lower annual working hours per worker (2017) compared to the United States, which had the highest share of people who say they are happy (2022) with a positive relative change? Use data from Our World In Dat...	Represent this domain for classification	[ "Health" ]	[ "Politics & Government", "Geography", "Science", "Other" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Of the mosses listed by Putzke in 2015 as having been collected in at least 3 of the 4 given locations (King George Island, Elephant Island, Nelson Island and Hope Bay), which species are also found in South Australia? Refer to Catcheside's 1980 list and compare the names as they appear in these sources, ignoring any p...	Represent this domain for classification	[ "Science" ]	[ "Biology", "Geography", "Other", "Politics & Government" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Which Pennsylvania county or counties experienced three or more tornadoes between 1950 and 2000, according to climate.met.psu.edu and also, according to official census.gov data from 2019 to 2023, which of these counties had a median household income below $49,000 (in 2023 dollars) and were among the five least populat...	Represent this domain for classification	[ "Other" ]	[ "Geography", "Politics & Government", "Science", "History" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	As per the 2023 Times Higher Education rankings, which Russell Group universities feature in the top 10 for all 3 of the following subjects: Clinical and Health, Arts and Humanities, and Psychology?	Represent this domain for classification	[ "Education" ]	[ "Politics & Government", "History", "Other", "Finance & Economics" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to Our World in Data, which countries ranked in the top ten for all three of the following metrics in their 2022 dataset: GDP per capita, Human Development Index, and mean income or consumption per day?	Represent this domain for classification	[ "Finance & Economics" ]	[ "Politics & Government", "Geography", "Science", "Current Events" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Of the top 5 most populous cities in Santa Rosa County, FL (according to datacommons.stanford.edu), which ones had a median value of owner-occupied housing units from 2019-2023 above $200,000 (according to census.gov)? List them in order from greatest to least median value.	Represent this domain for classification	[ "الجغرافيا" ]	[ "السياسة والحكومة", "المالية والاقتصاد", "التاريخ", "الصحة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Find the 5 EU countries with the lowest volume index GDP per capita in 2014 according to Eurostat statistics, then provide a list of their capitals by population in the 2021 census from lowest to highest.	Represent this domain for classification	[ "Finance & Economics" ]	[ "Politics & Government", "Geography", "History", "Other" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Which countries that had a record high average temperature for 2023 according to Berkley Earth also had an airport listed in the Skytrax list of world's top 100 airports in 2022 and achieved a higher ranking in the following year?	Represent this domain for classification	[ "Geography" ]	[ "Science", "Politics & Government", "Current Events", "Travel" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Everdina de Weert was born in the The Netherlands in June of 1918. Who are her grandparents and in what years and cities did each pair of grandparents get married?	Represent this domain for classification	[ "التاريخ" ]	[ "الفنون والترفيه", "اللسانيات", "الفنون", "الجغرافيا" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	As of Minecraft version 1.21, list all of the music discs available in the game, alongside their composers. Additionally, list the composer's real name (if publicly available), date of birth, and what country they're from in parenthesis after their name attributed in game.	Represent this domain for classification	[ "الإعلام والترفيه" ]	[ "الفنون والترفيه", "الرياضة", "التكنولوجيا", "الفنون" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to the NCSL, which states had both (1) laws allowing immigrants to obtain driver’s licenses and (2) laws requiring paid sick leave, with both laws enacted in 2020 or earlier? Additionally, include the year the sick leave law was originally passed.	Represent this domain for classification	[ "السياسة والحكومة" ]	[ "الصحة", "المالية والاقتصاد", "التعليم", "الجغرافيا" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Of the states with fewer than 5.4% of the population under 5 years old according to the 2020 US census, which states outside of New England spent less than $2,500 per capita directly on elementary, middle, and high school education during the 2019-2020 school year according to the National Center for Education Statisti...	Represent this domain for classification	[ "التعليم" ]	[ "السياسة والحكومة", "الجغرافيا", "الصحة", "العلوم" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	For the Car and Driver magazine 2004 list of top 10 best cars, list the cars with European makes, and order them in maximum price (ascending)	Represent this domain for classification	[ "Other" ]	[ "Media & Entertainment", "Technology", "Politics & Government", "Travel" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Determine how many U.S. banks failed in 2008, and then list those that had assets totaling more than 5 billion. Which was the largest bank (in assets) to fail in 2008, and which was the smallest (in assets) to fail in 2008? Use data from FDIC.	Represent this domain for classification	[ "Finance & Economics" ]	[ "Politics & Government", "Other", "History", "Media & Entertainment" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to BiggestUSCities.com's "Top 100 Biggest US Cities" lists, which city or cities in the top 10 had a positive growth rate in 2020, 2022, and 2023?	Represent this domain for classification	[ "Politics & Government" ]	[ "Geography", "Other", "Technology", "Finance & Economics" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	For the fiscal year ended December 31, 2023, among NextEra Energy, First Solar, Enphase Energy, and Constellation Energy, which company had the lowest effective income tax rate?	Represent this domain for classification	[ "Finance & Economics" ]	[ "Politics & Government", "Other", "Technology", "Current Events" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	What is the primary image on the back side of the Canadian coin that had the highest mintage rate in 2013, according to the Royal Canadian Mint.	Represent this domain for classification	[ "المالية والاقتصاد" ]	[ "التاريخ", "الجغرافيا", "السياسة والحكومة", "الفنون والترفيه" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Name the restaurants in Asia that appeared on the World's 50 Best Restaurants list every year from 2021-2023. Use the official list compiled by William Reed.	Represent this domain for classification	[ "Other" ]	[ "Travel", "Politics & Government", "Finance & Economics", "Geography" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	The United States seems to get a lot of attention regarding its CO2 emissions, but I feel like they're not the worst of the bunch. According to Our World In Data, which countries were the top 5 highest emitters of CO2 per capita when the United States had peak emissions per capita? Exclude any countries that had a popu...	Represent this domain for classification	[ "الجغرافيا" ]	[ "العلوم", "السياسة والحكومة", "علم الأحياء", "الصحة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	In 2023, The World’s 50 Best restaurants as published by William Reed began to officially list restaurants 51-100 as well. Name any restaurants that are included on both the 2022 and 2023 lists and are situated either in Germany or in countries that share a land-border with Germany.	Represent this domain for classification	[ "Travel" ]	[ "Politics & Government", "Geography", "Finance & Economics", "Other" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	In the 2023 General Election in NZ, of the electoral candidates that won by a margin of less than 2000 votes, which candidates were members of the same party that won the party vote in their respective region?	Represent this domain for classification	[ "السياسة والحكومة" ]	[ "الجغرافيا", "العلوم", "الرياضة", "التاريخ" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to the information linked in wonder.cdc.gov find the youth risk behavior trends and identify the 4 areas trending in the wrong direction of the Trend (All Years Available) section of the Experiencing Violence section of the Youth Risk Behavior Survey Data Summary & Trends Report 2013-2023 report.	Represent this domain for classification	[ "Health" ]	[ "Politics & Government", "Other", "Education", "Current Events" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	WolfeyVGC has a mainstay pick for his championship teams despite it being one of his most hated Pokémon. How would that Pokémon stack up to Pachirisu, listing and comparing all of their base stats from when both Pokémon each respectively first appeared on a 1st place Pokémon Videogame World Championships team?	Represent this domain for classification	[ "Media & Entertainment" ]	[ "Sports", "Other", "Technology", "Politics & Government" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Compared to the 55 inch version of the “Samsung The Serif QLED 4K Smart TV (2022)”, which of the following Samsung TV models in their 55 inch versions have a lower typical power consumption (in watts) according to Samsung's official product specifications? BU8000 Crystal UHD 4K Smart TV (2022), Q70B QLED 4K Smart TV (2...	Represent this domain for classification	[ "Technology" ]	[ "Media & Entertainment", "Politics & Government", "Finance & Economics", "Science" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I'm looking into the Liberal Democrats electoral strategy from the 2015 to 2017 general elections. Of the Liberal Democrat MPs that voted aye in the last vote held in the house of commons before the recess starting on the 15th June 2016, were any elected with a majority of less than 5% in the 2015 UK general election, ...	Represent this domain for classification	[ "Politics & Government" ]	[ "History", "Current Events", "Linguistics", "Geography" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	List all the years that passed between the completion of the MLK Park Neighborhood selection of IVNA for Feasibility Study and the Fred Bunn Multiuse Trail's Manhattan Park Multi-Use Trails Construction. Include the first and last years, as well as those in between. Don’t include the year that Sharla Seath became the N...	Represent this domain for classification	[ "السياسة والحكومة" ]	[ "الجغرافيا", "الأحداث الجارية", "التاريخ", "الصحة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I am doing a presentation on demography for my politics class. Using United Nations data, can you tell me if any of the G7 countries had both an urban population of less than 80% in 2015 (as a percentage of total population), and also a female life expectancy at birth of 85 years or more in 2015? Please list only count...	Represent this domain for classification	[ "Geography" ]	[ "Politics & Government", "Current Events", "Other", "Finance & Economics" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to the Bureau of Transportation Statistics and using their Average Domestic Airline Itinerary Fares for the year 2020, which airports had a higher average fare in Q2 than Q1, have at least 4 other airports in their same state, and have an airport code that has a different starting letter than the starting let...	Represent this domain for classification	[ "Travel" ]	[ "Politics & Government", "Finance & Economics", "Geography", "Other" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I am performing a comparative study on the quality of life in G20 countries. According to the University of Toronto's G7 Information Center 2010 Fact Sheets "G8 and G20 Demographics", and "G8 and G20 Economic Indicators", which G20 countries have a population growth rate that is positive, a birth rate that is over 10/1...	Represent this domain for classification	[ "السياسة والحكومة" ]	[ "المالية والاقتصاد", "الجغرافيا", "التاريخ", "الإعلام والترفيه" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Of all the botanists who have papers in the “papers of individual botanists” section of the Sherardian Library (MSS. Sherard 26-448), which ones never held the position of Sherardian Professor of Botany? Please list their full names in the order that their work appears in the Sherardian Library.	Represent this domain for classification	[ "التاريخ" ]	[ "علم الأحياء", "العلوم", "الصحة", "الجغرافيا" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I'm analysing the baskets of goods and services used to measure consumer price inflation by the Office of National Statistics. On the ONS website, in the tables showing the allocation of items to 'Consumer Prices Index including owner occupiers' housing costs' (CPIH) divisions for 2020-2024 (inclusive), which categorie...	Represent this domain for classification	[ "المالية والاقتصاد" ]	[ "السياسة والحكومة", "الجغرافيا", "التاريخ", "الصحة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I want to start a farm and am trying to find the best state for it using historical data. Find which of the states are in the top nine in both cattle and bison populations for 2022 according to the "World Population Review" and "Census for Agriculture" and then find which of those are in the top ten for wind power gene...	Represent this domain for classification	[ "المالية والاقتصاد" ]	[ "الجغرافيا", "السياسة والحكومة", "علم الأحياء", "التاريخ" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I'm looking at the late sockeye run for the years 2018 to 2023, according to the the Alaska Dept. of Fish and Game's Fish Count Data Search. The river I'm looking for specifically is where the tribe of the author of "K'tl'egh'i Sukdu: Remaining Stories" is based. Which years had a cumulative count higher than 1.8 milli...	Represent this domain for classification	[ "الأحداث الجارية" ]	[ "الجغرافيا", "علم الأحياء", "العلوم", "السياسة والحكومة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Using the 2007 Yerba Mate Tea IFT journal by C.I. Heck and E.G. De Mejia, find every volatile compound in green mate that is repeated as a volatile aroma compound in the SAFE–SE analysis. List every recurring compound that ONLY has a floral odor.	Represent this domain for classification	[ "Science" ]	[ "Biology", "Health", "Other", "Politics & Government" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Using data provided by the United Nations, which countries had GDP growth rates between -19.2% and -30.02% for 2020, had reported double digit rates of intentional homicides per 100,000 in 2014 and for countries where there is more than one source, use the one that is not just CTS, became a member of the United Nations...	Represent this domain for classification	[ "Finance & Economics" ]	[ "Politics & Government", "Geography", "Other", "Linguistics" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to Eurostat, which of the following countries saw a decrease of less than 45% in suicides involving railways between the years of 2014 and 2020, Germany, Belgium, Portugal, Spain, UK, France, Croatia and Bulgaria. Answer with only the countries.	Represent this domain for classification	[ "Health" ]	[ "Politics & Government", "Other", "Geography", "Finance & Economics" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	A 2021 IUCN report identified an elephant species as critically endangered and named 12 West African countries that had a known population of this elephant. Which of these countries were members of Elephant Protection Initiative at the time of this report?	Represent this domain for classification	[ "Other" ]	[ "Biology", "Science", "Politics & Government", "Geography" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I am undertaking an analysis of the goods and services tax in Australia and compiling a list of measures undertaken by the Australian Taxation Office and the financial implications of these measures on the revenue for the year. Using the Australian Taxation Office Annual Reports for 2019-20, 2020-21, 2021-22, and 2022...	Represent this domain for classification	[ "المالية والاقتصاد" ]	[ "السياسة والحكومة", "الإعلام والترفيه", "الأحداث الجارية", "أخرى" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Which Non-EU Eastern European Countries that gave women the right to stand for election before 1920 according to IPU Parline also had 30-35% of seats in national parliament held by women in 2024 according to Equal Future?	Represent this domain for classification	[ "السياسة والحكومة" ]	[ "التاريخ", "الجغرافيا", "التعليم", "الإعلام والترفيه" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Which U.S. Presidents attended a university that was a member of the Association of American Universities (AAU) as of May 2024, had prior experience as a state governor, and were elected president after 1900?	Represent this domain for classification	[ "Politics & Government" ]	[ "History", "Education", "Other", "Linguistics" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Which auto manufacturing companies with over 40 recalls (according to the NHTSA) in 2022 are headquartered in counties with a higher Vacant Housing Units percentage than California’s Vacant Housing Units percentage according to the 2020 US Census?	Represent this domain for classification	[ "الجغرافيا" ]	[ "المالية والاقتصاد", "السياسة والحكومة", "أخرى", "التاريخ" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to CDC WONDER 1999-2021 Mortality Results for cancer, in which years between 2008 and 2012 did Colorado report more than 500 female breast cancer deaths?	Represent this domain for classification	[ "Health" ]	[ "Politics & Government", "Other", "Biology", "Current Events" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	For the top 10 most populous countries in 2022 according to the World Bank, for the top 3 of those countries with the greatest net electricity production for January 2022 (using iea.org data), rank them in order from greatest to least wind to solar production ratio using the same criteria with the IEA data.	Represent this domain for classification	[ "المالية والاقتصاد" ]	[ "الجغرافيا", "العلوم", "السياسة والحكومة", "علم الأحياء" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Which NBA players started at least 80 games in both the 2021–22 and 2022–23 regular seasons, averaged fewer than 17 points per game in each season, and averaged more than 5 rebounds per game in each season?	Represent this domain for classification	[ "Sports" ]	[ "Science", "Biology", "Other", "Current Events" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I went on a three-day trip, starting in Cape Kiwanda on the first day, traveling to Shoshone Falls Park on the second day, and arriving at the American Heritage Center on the third day. I remember seeing some type of shrew that is apparently endemic to one of the areas we were in, but I can't remember its scientific na...	Represent this domain for classification	[ "العلوم" ]	[ "علم الأحياء", "الصحة", "المالية والاقتصاد", "اللسانيات" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Including by-elections, in which elections since 1998 and before 2023 have the valid votes cast in the Toronto Centre electoral district to elect MPs exceeded 50,000?	Represent this domain for classification	[ "Politics & Government" ]	[ "Other", "Geography", "Current Events", "History" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Of the years between 2000 and 2019 (inclusive) during which the percentage of foreign-born high school students age 16+ who were employed & working 15+ hours per week exceeded the percentage of US-born students within the same category, which of those years had the lowest rate of high school completion for all people a...	Represent this domain for classification	[ "Education" ]	[ "Politics & Government", "Other", "Finance & Economics", "Health" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Looking at the counties of Marin, Napa, San Francisco, and Sonoma, which county had the greatest percentage of public school students eligible for free or reduced-price lunch for the school year 2022-2023? Please use data from the California Department of Education.	Represent this domain for classification	[ "Education" ]	[ "Politics & Government", "Other", "Geography", "Finance & Economics" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Which of the countries who met the 2023 WHO annual PM2.5 guideline for air quality had the worst rank in the 2022 EPI (epi.yale.edu) for Sanitation & Drinking Water, Water resources, and Acid Rain when adding their score in those three categories?	Represent this domain for classification	[ "Health" ]	[ "Politics & Government", "Science", "Geography", "Other" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	I'd like a list of repeat Booker Prize/Man Booker Prize judges and the years that they served (as of July 2025). Don't include International Booker Prize judges. Make it clear if any of these judges have won the Booker Prize themselves.	Represent this domain for classification	[ "Media & Entertainment" ]	[ "Arts & Entertainment", "Politics & Government", "Other", "History" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	Between the 2010 Mercedes C63 AMG, BMW M3, and Audi S4, which sedan with a V8 engine depreciated the least from MSRP to its 2022 resale value, according to Kelley Blue Book?	Represent this domain for classification	[ "Other" ]	[ "Finance & Economics", "Technology", "Media & Entertainment", "Travel" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to fishbase.org, which threatened species are common to Japan, Washington state and the United Kingdom?	Represent this domain for classification	[ "Science" ]	[ "Biology", "Geography", "Politics & Government", "Other" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	For the year ended December 2023, among Domino's Pizza, Restaurant Brands, Yum! Brands, and Wingstop which company had the highest EBITDA(Earnings Before Interest, Taxes, Depreciation, and Amortization)/Interest Expense ratio? Use the SEC website and filings.	Represent this domain for classification	[ "المالية والاقتصاد" ]	[ "أخرى", "التكنولوجيا", "الإعلام والترفيه", "السياسة والحكومة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to 2022 CDC COVID-19 mortality data, out of the US states with a population above 7,000,000 according to the 2020 decennial census, a median household income of at least $75,000 according to the St Louis Fed as of 2022, and a statewide average temperature above 30 degrees Fahrenheit in January 2022 according ...	Represent this domain for classification	[ "Health" ]	[ "Politics & Government", "Other", "Science", "Current Events" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to the Australian Antarctic Data Centre’s biodiversity database, which taxonomic family of birds has the most species with Antarctic breeding populations?	Represent this domain for classification	[ "العلوم" ]	[ "علم الأحياء", "الجغرافيا", "الصحة", "السياسة والحكومة" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to the National Park Service, out of the top 15 most visited parks in the 2021 US National Park System based on recreational visits, which of these parks are west of the Rocky Mountains National Park?	Represent this domain for classification	[ "Geography" ]	[ "Politics & Government", "Other", "Travel", "Science" ]
domain	Given a research question that needs searching the web, classify which domain it belongs to	According to the NTD Transit Agency Profiles for "Big Bend Transit" on transit.dot.gov, what is the source of operating funds with the biggest difference in expenditure when comparing 2015 with 2017?	Represent this domain for classification	[ "Finance & Economics" ]	[ "Politics & Government", "Other", "Education", "Geography" ]

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DeepSearchQA domain classification for embedding training

Classification rows built from google/deepsearchqa for training and evaluating instruction-following embedding models. Every row is a query with one correct label (the positive) and the 4 hardest of the task's other labels (the negatives), all written as text, so a model can learn and be scored on picking the label most similar to the query.

Tasks

Task	Query	Labels
`domain`	A DeepSearchQA research question (English)	The question's `problem_category`: 17 domains, in English or Arabic

The 17 domains are Politics & Government, Finance & Economics, Geography, Education, Health, Science, Other, History, Travel, Media & Entertainment, Arts, Technology, Sports, Current Events, Biology, Linguistics, and Arts & Entertainment.

Splits

Split	Rows
train	810
test	90

DeepSearchQA ships a single 900-question eval split, so a random 10% (seed 0) became the test split. Every question is kept; none is filtered out.

Domain	train	test
Politics & Government	131	17
Finance & Economics	118	14
Geography	84	11
Education	85	9
Health	84	8
Science	80	10
Other	56	9
History	43	1
Travel	33	3
Media & Entertainment	27	2
Arts	23	3
Technology	20	2
Sports	19	1
Current Events	3	0
Biology	2	0
Arts & Entertainment	1	0
Linguistics	1	0

Columns

Column	Description
`task`	The task name, always `domain`
`query_inst`	Instruction for embedding the query: "Given a research question that needs searching the web, classify which domain it belongs to"
`query`	The research question (`problem` in the source)
`document_inst`	Instruction for embedding the labels: "Represent this domain for classification"
`positives`	The question's domain, as a one-item list
`negatives`	The 4 hardest of the other 16 domains, hardest first, in the same language as the positive

How it was built

Load the eval split of google/deepsearchqa.
Use each problem as the query and its problem_category as the positive; every other category is a negative.
For half of each category's questions (rounded down, seed 0), write all 17 labels in Arabic instead of English. A row's labels are always in one language, so the language never gives the answer away. Questions and instructions stay in English. This gives 453 rows with English labels and 447 with Arabic labels.

English	Arabic
Arts	الفنون
Arts & Entertainment	الفنون والترفيه
Biology	علم الأحياء
Current Events	الأحداث الجارية
Education	التعليم
Finance & Economics	المالية والاقتصاد
Geography	الجغرافيا
Health	الصحة
History	التاريخ
Linguistics	اللسانيات
Media & Entertainment	الإعلام والترفيه
Other	أخرى
Politics & Government	السياسة والحكومة
Science	العلوم
Sports	الرياضة
Technology	التكنولوجيا
Travel	السفر

Shuffle the questions (seed 0) and put 10% in the test split.
Rank the 16 wrong domains by cosine similarity to the question with Qwen3-VL-Embedding-2B, using the instructions below, and keep the 4 most similar as negatives.

No row is dropped: unlike the other datasets in this series, there is no quality filter (dropping rows whose domain ranks low) and no down-sampling of easy rows. The set is small, and every question is hand-written.

Margin

Margin is the question's domain minus the hardest wrong domain, by cosine similarity. Keeping only the 4 hardest negatives does not change it.

Split	Labels	Rows	Mean	Median	Wrong (≤ 0)	Easy (≥ 0.10)
train	English	417	+0.007	+0.007	45.3%	19.4%
train	Arabic	393	−0.002	−0.002	51.7%	14.2%
train	All	810	+0.003	+0.003	48.4%	16.9%
test	All	90	+0.007	+0.016	46.7%	21.1%

Choosing the instructions

Instructions were picked by zero-shot accuracy with Qwen3-VL-Embedding-2B, on an earlier 180-question test split:

A query instruction is essential: without one, accuracy was 0.006, because almost every question was matched to "Current Events".
Listing all 17 domains in the query instruction lowered accuracy from 0.522 to 0.478; listing them in both instructions lowered it to 0.300.
The document instruction "Represent this domain for classification" kept accuracy at 0.522 and raised macro F1 from 0.390 to 0.439 and accuracy@5 from 0.867 to 0.922.

Zero-shot baseline

Qwen3-VL-Embedding-2B with no training: the predicted domain is the label with the highest cosine similarity to the question, out of all 17.

Rows	Labels	Count	Accuracy	Accuracy@3	Accuracy@5	Macro F1
All 900	English	453	0.541	0.845	0.936	0.460
All 900	Arabic	447	0.494	0.803	0.881	0.351
test	English	36	0.472	0.722	0.861	0.269
test	Arabic	54	0.574	0.759	0.833	0.466

The test split is too small for stable per-domain scores, and 4 domains have no test rows.

Limitations

Some labels overlap: Arts (26 questions), Arts & Entertainment (1) and Media & Entertainment (29).
Some labels are very rare: Biology (2), Linguistics (1), Current Events (3) and Arts & Entertainment (1). "Other" (65) describes no content.
Arabic labels are machine-written translations of the English category names.
The questions are English only.
The instructions were chosen on an earlier split, so test scores are slightly optimistic.

Source and licence

Built from google/deepsearchqa by Google DeepMind, released under Apache 2.0; this derived dataset uses the same licence.

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