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b2e89334-33f9-11e1-825f-dabc29fd7071
[ "who holds the school record for receivers?", "what is the school record for wide receivers", "who has the biggest career receiving yards", "who drafted danny coale from virginia tech", "who is the wide receiver at virginia tech", "who is the virginia tech wide receiver", "what is the record for the va tech wide receiver", "what is the school record for wide receivers", "where did danny boykin play for virginia tech", "who has the most career receiving yards", "what college does danny boykin play for", "how many catches does danny boykin rsa", "which school has the best college receivers", "who is the coach for the virginia tech wide receivers", "who is the leading v tech wide receiver", "who holds the virginia tech record for receiving yards", "who has the most receiving yards at virginia tech", "where does danny boykin play for virginia tech", "what team has jarrett boykin", "what is the record for a v tech receiver" ]
749ec5b2-32f5-11e1-825f-dabc29fd7071
[ "when is the moon approaching venus", "what day is the moon in venus?", "what planets is on the moon", "what constellation is mars in?", "what planets are at sunset", "when does venus set", "what is the moon phase of venus in january", "what planet is venus", "at what point will saturn and mars be seen", "when is the moon passing venus", "what kind of planet is venus", "what is the point that venus sets in the night sky", "when does the moon set on venus", "what constellation is venus in?", "when is venus set", "what constellation is venus in", "when is the moon coming", "when does venus set in aries constellation", "what constellation is mars in", "when does the waxing gibbous moon rise?" ]
69654742-33d7-11e1-825f-dabc29fd7071
[ "which of the following republicans was elected to the iowa presidential caucus by a dissenting majority?", "who is the republican running for president in the iowa caucuses", "who is the presidential candidate in iowa", "who is the iowa republican candidate", "when does the iowa caucuses start", "what percentage of the caucus vote will ron paul win", "who is running in the iowa presidential caucus", "who is the current leader in the iowa republican caucuses", "who is the republican candidate in the iowa caucuses", "rick santorum iowa caucuses", "where is ron romney vs ron paul", "who is republican for presidential election", "who is running in the iowa govt caucuses", "who is ron paul's opponent in the iowa caucuses", "who is ron paul and ryan mcfly in the iowa caucuses", "who is running against the republican in the des moines caucus", "who is republican candidate for president in iowa", "who is the republican in iowa caucuses", "who is the leader of iowa caucuses", "who is running in the iowa caucuses" ]
d5966ad2-33f9-11e1-825f-dabc29fd7071
[ "what is john wall attitude", "what was john wall's worst game", "who is john wall", "why does john wall keep getting frustrated", "what was john wall's worst game", "what was john wall's worst performance on the field", "who is john wall", "what was john wall score", "how bad was john wall", "what is john wall saying", "why did john wall get hurt in a game", "what was john wall's last game", "why did john wall get upset", "who is john wall coach", "what is the team name of john wall", "what was john wall's score", "what was the name of the team that john wall played for in the bucks", "what was john wall's record", "what was john wall's worst game", "why did john wall get upset" ]
f2c10c06-2c0c-11e1-9952-55d90a4e2d6d
[ "who is the executive director of st. paul development corporation in md", "who owns the development group in prince george's county", "who is carl williams", "which property development company has an outstanding tax bill? in prince george county, maryland", "who is the owner of st paul development in prince george county, md", "who was the principal of grand central development?", "carl williams who has a company called grand central", "who does carl williams develop for", "who is the director of grand central development", "what is grand central development", "who is carl williams?", "who is carl williams", "who is the principal of grand central in prince georges?", "who is carl williams company", "who is the owner of st paul development in prince george's county", "who is carl williams", "who owns st paul development", "who is the principal of metroview, md", "who owns the st paul development corp in prince george md", "who is carl williams in prince george" ]
4db820a0-3251-11e1-8c61-c365ccf404c5
[ "is the yemen uprising a u.s. or israeli war?", "where is zinjibar located?", "why does the yemen conflict exist", "who is al-qaeda in yemen?", "where is zinjibar, yemen", "where is zinjibar?", "where are yemen islamists", "who is occupying yemen", "who is al kaida's commander", "where are emirates", "what was the purpose of yemen", "why was zinjibar sacked", "what is the purpose of the yemeni emirate", "who is al qaeda located in yemen", "what is the goal of the yemen war", "where is zinjibar located", "who is al-qaeda in yemen", "who is the yemeni leader", "where was the yemen uprising", "where is zinjibar yemen" ]
2ee2b1ca-33d9-11e1-a274-61fcdeecc5f5
[ "who was the first to announce obama caucus", "who are the powersses", "who is mrs. powers", "who are the powersses", "who is the iowa caucus guy?", "who is mike obama's wife", "who is the republican candidate for iowa caucus", "who voted for mitt romney in the iowa caucus", "is iowa caucus republican", "who is mitt romneys wife", "who are powerses?", "who is the powers", "who is mrs powers husband", "who are powerseer", "who is mitt romney wife", "who is the republican candidate for the iowa caucus?", "what was ron romney's wife's name in her post at iowa state fair", "who is mitt in the caucuses", "who are the powersses", "how old is melissa powers" ]
a9552634-2c06-11e1-9952-55d90a4e2d6d
[ "how many people killed in prince george's city", "what county is prince george county in?", "how many people in prince george's county murdered", "how many killings in prince george's county?", "homicide in prince george's", "what county is prince georges dc in", "what is the homicide rate in prince george?", "where is prince george sc", "prince george iii homicides", "what's happening to crime in prince george district?", "prince george county crime statistics", "when was the prince george area homicide rate lowest?", "homicide rate prince george", "how many deaths in prince george county", "prince george's county crime", "how many homicides in prince george's", "what is the population of prince george", "prince george county homicides", "is the homicide rate rising in prince george's county?", "why crime rate in prince george's ward" ]
7cecbc12-33de-11e1-a274-61fcdeecc5f5
[ "how many years has the redskins won", "how many wins does redskins have", "how many years has mike shanahan been coaching", "who has coached the redskins?", "who is the coach of the redskins?", "when did mike shanahan get fired as head coach", "how many wins has mike shanahan won", "who is the redskins coach", "when is the final day of training for washington", "how many years of head coaching for the redskins", "how many seasons has mike shanahan been head coach of the redskins", "how many championships does mike shanahan have", "how many wins did mike shianahan win", "how many wins have mike shanahan had", "what year did the redskins get fired", "who has the worst record in the nfl as a coach", "who is the head coach of the washington redskins", "who is the head coach of the washington redskins?", "what is the record for head coach in nfl", "who coach the washington redskins?" ]
153127ee-341e-11e1-825f-dabc29fd7071
[ "which nhl team has had its best win streak", "what was the score in the fourth period for the washington capitals?", "when was the washington capitals win", "what time did washington capitals win", "how many wins has the washington capitals won?", "what was the score in washington's win over the columbus blue jackets", "how many wins has the washington capitals made", "when was washington's win over columbus", "what team blew out the blue jackets in the capitals game", "what period did washington capitals win", "how many wins has washington had", "who won the game against the columbus nhl?", "which nhl team had the most wins in the series", "what is the nhl record for a team that nhl has lost three consecutive games", "what was the score of washington's second consecutive win over the columbus blue jackets?", "how many games has washington capitals won", "how many wins do the capers have", "which nhl team has won a game", "washington state hockey teams win game", "what was the score in the nhl hockey game between the blue jackets and washington" ]
8d0035ac-340b-11e1-a274-61fcdeecc5f5
[ "what is washington's temperature for the last thursday", "what is washington's weather average?", "how is the weather in washington in december", "what is the temperature in washington in december", "what is washington state's temperature in december", "what is the average temperature for the last few days of december", "what is washington state's average temperature this month", "average temperature by month washington", "when was washington state's record temperature", "what the temperature in washington", "what's the weather in washington", "washington state average monthly temp", "what was the highest temperature ever recorded in washington state", "what is the average weather for december in washington", "what's the weather in washington", "washington's average december temperature", "what's weather in washington", "washington state temperature averages april", "washington state highest temperature in december weather", "what's the average temp in washington state?" ]
a0fb5cda-340b-11e1-825f-dabc29fd7071
[ "who clinched the nfl playoff spot", "which team has already clinched playoff spot", "what teams have already clinched playoff spots in nfl playoffs", "what football team has already clinched a playoff spot", "what teams clinched playoff spots", "who clinched the playoff spot", "what teams have already clinched playoff spots", "what team clinched the nfl playoff spot", "what teams have already clinched playoff spots", "nfl playoff playoff byes", "what teams are in the playoffs", "what nfl teams have already clinched playoff spots", "do the steelers win playoffs", "what division is the clinch nfl", "what nfl team have already clinched playoff spot", "when is nfl playoffs on", "who are the contenders for nfl playoff spot", "what teams were clinched by playoffs in the nfl", "what nfl teams clinched playoff spots", "how many teams are in the playoff mix" ]
69f1a5e2-342d-11e1-825f-dabc29fd7071
[ "what is the virginia football score", "what was the score of virginia vs auburn", "how did auburn score at chickfil-a bowl", "how was the cavaliers football game", "how many yards was virginia", "what team is in the chick-fil-a bowl", "which team did the first blocked field goal by the tiger", "what kind of play does auburn do?", "what time did the cavaliers play auburn", "what is the cavaliers record for a bowl", "where did the va football team lose the chick fil a bowl", "why did va falls to auburn", "what team fell to auburn", "what was the outcome for the louisiana volleyball team", "what team is going to get into the chick-fil-a bowl", "when did the auburn football team fall to virginia", "what was virginia's football loss to auburn", "what team was in the chick fil a bowl", "what was the tiger sack that did auburn block", "what was the score of the virginia football team vs auburn" ]
6033cbfe-21e8-11e1-a34e-71d4bf6b8d0a
[ "what year was festival of sleaze", "why did college football get bad during 2011", "was the gulf oil spill an event", "is the gulf oil spill a good year for journalism", "when was the sleaze festival", "why was the gulf oil spill a sleazy year", "what year did the sleaze happen", "why was the gulf oil spill a year of sleaze", "what year was festival of sleaze", "what was the purpose of the festival of sleaze", "what year was the festival of sleaze", "what was the sleaze?", "what was the gulf oil spill?", "what is the significance of the sleaze", "when did the gulf oil spill happen?", "what year did people remember the gulf oil spill", "what year was the festival of sleaze the most important event", "what year was the sleaze?", "when did the gulf oil spill happen", "when did the gulf oil spill happen" ]
dbe17e88-331b-11e1-825f-dabc29fd7071
[ "how many priests are there in the episcopal church", "how many priests in usa are catholics", "how many catholic parish priests", "how many anglican priests are there in the vatican", "how many anglicans are married to catholics", "how many american anglicans are catholic", "how many priests in the vatican", "how many catholic priests in usa", "how many anglicans in the u.s are converting to catholic", "how many anglican priests in america are in the vatican", "how many priests are vested in the vatican", "what is the number of priests in the catholic church", "how many anglican priests in the usa", "how many anglicans are reuniting with catholics?", "how many priests are reuniting with catholics?", "how do anglicans join the catholic church?", "how many catholic priests are there", "how many dioceses do anglicans belong to", "how many anglican priests have converted since the vatican started", "what parish do they belong to as an anglican" ]
92c0a656-3448-11e1-825f-dabc29fd7071
[ "what is the magnitude of the japanese earthquake?", "where does the earthquake hit japan", "where did the earthquake happen in japan", "where is the earthquake centered in japan", "how heavy does the earthquake in japan", "what was the magnitude of a tsunami in japan?", "what were the effects of the earthquake in japan", "what was the magnitude of the japanese earthquake", "what was the magnitude of the quake in japan", "what was the earthquake of the year", "what kind of seismic event happened in japan", "where is the quake centered?", "what is the magnitude of japan's earthquake", "what type of damage did the earthquakes in japan have", "what magnitude is the earthquake", "what magnitude was the last earthquake in japan", "how did the last earthquake affect japan", "where do most earthquakes occur in japan", "where is the earthquake centered", "how did the earthquake impact japan in march" ]
2ebf4e80-346d-11e1-88f9-9084fc48c348
[ "who is north korea's leader", "how did the north korean leadership change after the death of kim jong il?", "why did north korea declare independence", "why did kim jong il fail to build a prosperous nation", "what was north korea's vision", "what is the leader's role in north korea", "who is north korea's leader", "who is north korea's new leader", "who is north korea's president", "who is kj il", "who is kim jong il", "why do n koreans enlist the help of their father", "why is north korea addressing the problems of its leader", "what kim jong eun said in the new years", "who does north korea follow", "how did kim jong il succeed him", "what was north korea's vision?", "what is north korea doing today", "what is north korea's new year's message", "why has north korea been in power for a year" ]
95195e84-32fe-11e1-825f-dabc29fd7071
[ "how many people did obama promise he would help", "what was obama's pledge", "which gop candidate is the obama nominee?", "how much was obama promises in his term of office", "who is obama fighting for in republican presidential election", "which of the following is an example of a gop attack against obama?", "who has obama's words?", "what was obama's promise", "what was the obama plan?", "what was the obama campaign plan used for", "what was obama's speech", "obama's words", "who are the republican candidates", "who is using obama's words for the political", "who are the obama campaign", "when did republicans announce the obama administration plan", "who is fighting against obama", "what is the new playbook of obama", "which obama campaign promises were used", "why is obama going into office" ]
b0172374-349d-11e1-88f9-9084fc48c348
[ "what year did washington win the super bowl", "who owns the washington redskins", "when did the washington redskins win the super bowl", "what year was the washington redskins founded", "what is washington redskins football team", "why did the washington redskins change their names", "when did joe gibbs retire as head coach of washington?", "when did redskins lose super bowl", "what is the whiteskins team's name", "when did washington lose the super bowl", "what was the name of the redskins?", "what year did the washington redskins win", "when was the redskins football team started", "who owns washington state redskins", "when were the washington redskins drafted to the pro football league", "who is the whiteskins head coach", "when was the washington dc redskins founded", "what year did joe gibbs die from the redskins?", "when was the washington state redskins named", "when did washington change its name" ]
fdce25a8-30c0-11e1-b034-d347de95dcfe
[ "when do the hot lane open", "when will toll lanes open", "when are new lanes open in us", "when will the toll road be open", "when is hot lanes opening on the city highway", "when do toll lanes open", "when are new toll lanes opening", "when will toll roads open on capitol beltway", "when will hot lanes open", "when will thru open", "where are hot lanes in dc", "when is the new toll road opening on the beltway", "when will tolls open", "when will new lanes open in the nc metro area", "when are hot toll lanes open in dc", "when do hot toll roads open in washington dc", "when do toll lanes open dc", "when did toll lanes open?", "when do new toll lanes open in dc", "when will hot lanes open in dc in the summer" ]
4f255be8-30ac-11e1-8c61-c365ccf404c5
[ "how many sports journalism schools in argentina", "what kind of school are there in argentina for sports journalists", "what type of school is jan rennis in Buenos aires", "who is the sports reporter in argentina", "what sports do they cover in argentina", "what type of journalism school is juan carlos rennis", "what is the sports of argentina", "what is the school for sports journalism called in buenos aires", "what is the sports journalism school in buenos aires?", "who is sports journalist in argentina", "what sport is in argentina", "what kind of journalism school is juan carlos rennis", "where can you study sports journalism", "how many sports schools in argentina", "how many sports journalism schools are in argentina", "what are some sports journalism schools in argentina?", "what sports are there in argentina", "what sports are in the usa", "what type of school is superior sports journalism?", "what journalism schools are there in argentina" ]
cc64bb44-3336-11e1-a274-61fcdeecc5f5
[ "is iran expanding its diplomatic ties with venezuela", "what is iran doing to latin america", "what region does iran control", "who is the iran president", "who is iran's closest ally", "which u.s. nations iran ties to", "what iran is doing", "which u.s. countries is iran in?", "what kind of cooperation has iran shown with venezuela", "which of the following countries has an iran influence", "who is iran's closest friend in venezuela", "which u.s. u.s. countries have ties with iran", "how many countries are iran", "what is the relationship between iran and venezuela", "where is iran's lone ally", "which nations iran has diplomatic ties with", "is iran expanding its ties", "what is iran trying to do in latin america", "who is iran's u.s. ally", "how does iran expand its ties with venezuela and iraq" ]
81c54a46-326d-11e1-825f-dabc29fd7071
[ "do gyms use basements", "where are fitness centers located", "is there a basement gym", "why do some gyms have to be in the basement", "why do gyms have to be in basement", "why do gyms need to be underground", "why is it important gyms are under ground", "why are gyms renting in basements", "where is a gym in washington", "why does the gym space become underground", "where do gyms usually have to be to rent", "why are gyms being used underground", "why are gyms being underground locations", "what type of business is a gym in washington dc", "what is the best place to rent gym space", "why are some gyms underground", "what places are gym located", "why are gyms often underground", "are gyms in washington dc underground", "where does vida fitness take space" ]
a2a3858a-326c-11e1-825f-dabc29fd7071
[ "where is city sports located", "where is rei located?", "what stores make exercise equipment", "where is city sports located", "where are fitness stores located", "where is city sports headquarters", "what stores are in the dc area", "where are the best sports retailers", "where is the gym in washington?", "where are rei fitness stores located in dc", "when did city sports open", "where does city sports retail store open", "what fitness stores are opening in washington state", "what retail stores do sports", "where is city sports", "what is fitness apparel?", "who sells lululemon", "where are fitness apparel stores located", "which clothing stores are in washington state", "where do fitness stores have locations" ]
0e1df3bc-326e-11e1-825f-dabc29fd7071
[ "where is stroga yoga studio", "what is stroga", "where is stroga yoga studio located", "who owns stroga yoga studio", "who is the director of stroga yoga studio", "who owns stroga yoga studios?", "who owns stroga fitness", "what is stroga yoga", "who owns stroga yoga studios", "what is stroga?", "who owns stroga yoga studio in georgetown new york", "who owns stroga yoga studios", "where is stroga located", "who owns stroga adams morgan?", "who is stroga", "who owns stroga", "who owns stroga yoga", "what is stroga", "who is the director at stroga yoga studio", "who is the manager of stroga yoga" ]
c2b2e87c-3170-11e1-b034-d347de95dcfe
[ "when does pottery barn close", "why is the pottery barn company closed", "where is pc recycler located", "what company is pc recycling located at", "what company has swarmed off of pottery barn?", "who owns pottery barn", "what is the latest technology to destroy electronic devices", "who owns pottery barn", "who owns pottery barn", "what is the name of the company that recycles old computers called?", "why did jeremy werter created pc recycler", "who owns pottery barn", "what is the company that recycles old electronics called", "what technology destroys computers?", "who owns pottery barn?", "what is the company that destroys electronics?", "who owns pottery barn", "who owns pottery barn", "what type of device is the potter barn", "who owns pottery barn in chevy chase" ]
92f648ce-31b9-11e1-a274-61fcdeecc5f5
[ "who is the owner of eclectic cafe in the benning district", "where is benning dc", "what is the dc dining district", "where is benning dc", "which dc restaurants have st. elizabeth's in the building", "who owns eclectic", "where is the benning district government center in washington state", "which restaurant will open next to st. elizabeth", "who owns eclectic cafe", "which restaurant is opening in mn benning district office building", "what city is st. elizabeth's hospital in", "is there a restaurant in the benning district?", "where is the benning government center", "what is the name of the restaurant in the benning government center", "which restaurants will open in the dc gov office", "where is benning government center", "what district is minneapolis in", "who owns eclectic cafe", "what is cohn's hotel", "where in dc is st elizabeth's hospital" ]
0f507be2-30de-11e1-a274-61fcdeecc5f5
[ "average cost of living by metro station", "which county has the most walkable metro stations", "how much more does it cost to move in to an apartment", "where is metro station in washington", "where are apartment metro stations in washington dc", "what is the average apartment cost within a half-mile of the metro station?", "what county is the metro station in", "what cities are far from metro stations", "why is the cost for an apartment in dc a lot higher than the cost of a walkable metro station", "how much do apartments cost to rent", "what's the average cost of living to be within walking distance to a metro station?", "average cost of walking metro station", "average rent to live by metro station", "how much can i spend to live near metro station", "which metro stations cost more", "where is the most walkable area in washington dc", "why do people pay higher rent than near a metro station", "where is the nearest metro station to an apartment", "are apartments more affordable near metro", "what city has a metro station" ]
ef241d24-3218-11e1-b692-796029298414
[ "who is the ceo of audax", "who is the ceo of audax s", "who was the ceo of alexandra verstandig", "what is the audax health benefit", "who is the ceo of audax health?", "who is the ceo of audax healthcare", "who is the ceo of audax", "who is ceo of audax health", "who owns careversity health", "who is the ceo of audax?", "who owns audax?", "who is the ceo of audax medical", "who is the ceo of audax", "who is ceo at aetna", "who is the ceo of audix health?", "when does audax start", "who is the ceo of audax health", "who is the ceo for audax?", "who is audax ceo", "who is the ceo of audax" ]
c2e30376-3162-11e1-b034-d347de95dcfe
[ "is the market a recovery", "where is a problem loan sold", "do i need to sell my problem loans in washington", "washington state state average nonaccrual loan", "who is responsible for managing problem loan assets in washington state", "where are problem loans sold in washington state", "what is distressed loan volume", "what is the current situation of banks in washington state", "how much money is in a problem loan for a bank?", "how much of the debt is in washington bank account", "do washington state banks still have problems", "where are problem loans sold", "what is the debt of most banks in washington", "what percent of problem loans are distressed loans", "where are most of the troubled loans on books", "where is mclean bank located", "how much is bank bad debt in washington dc", "which bank sold problems loans", "who sells troubled loans", "who is the banker advising in washington state" ]
2f3ee892-2d89-11e1-8af5-ec9a452f0164
[ "what type of government contract is navy air systems command", "how much is government contract worth?", "who awarded the army training systems contract", "what are the u.s military contracts worth", "which federal agencies are preparing to release solicitations for government contracts?", "deltek procurement solicitation", "what are government contracts worth?", "how much is the army contract", "who awarded us military contract for information technology", "who contracts for intelligence", "what are government contracts", "defense contract worth", "how much was the first quarter of fiscal year spent on contracts by us government", "which government contract consists of telecommunications infrastructure equipment and training systems?", "what is the government contract worth", "what is the u.s. government's most recent contract?", "which federal agency has been awarded contracts?", "what is the total number of solicitations for government contracts in fiscal year 2012?", "how much is the deltek program", "what is the navy procurement program" ]
e251666c-2bef-11e1-9952-55d90a4e2d6d
[ "who is leading military electronics", "who is the military contractor?", "who is general dynamics", "who is the contractor", "who provides the radio system for the army?", "who is general dynamics", "who is the prime contractor in the army", "who is the contractor for military radio program", "who is a partner in a military radio program for the army", "who is the prime contractor on the military radio program", "who is the contractor for the army vehicle control system", "what companies are partners with northrop grumman", "who is the contractor for the military radio program", "who is the prime contractor in the military electronics field", "who is general dynamics", "who is general dynamics?", "who are military electronics contractors", "who is the prime contractor for the military radio program", "which company is the vvr", "who is the contractor for the army radio" ]
8e81b89c-3181-11e1-a274-61fcdeecc5f5
[ "who is ceglia vs chrysler", "who is tom dupree", "who represented facebook ceglia", "who is the attorney for facebook ceglia", "who owns facebook", "who is the lawyer for facebook", "who is ceglia defending", "who defended facebook", "who is the lawyer for facebook", "who is defending facebook", "who is the attorney who defended facebook", "who is the attorney who defended facebook", "who was the lawyer for facebook", "who is the lawyer representing facebook", "who is the lawyer who defended facebook in this lawsuit", "who was the lawyer who sued facebook", "who is the lawyer for facebook", "who is the partner who owns facebook", "who was the former ceglia", "who is the lawyer representing facebook" ]
48b59c08-318a-11e1-a274-61fcdeecc5f5
[ "where are law firms hiring", "what is the hiring trend for lawyers", "why are lawyers hiring", "what is the hiring trend for lawyers", "how many lawyers are hiring in the us", "what percent of lawyers hire", "what percentage of lawyers are hiring", "which law firms hire the most lawyers", "where are lawyers hiring", "how many lawyers are hiring", "when do law firms hire", "who are hiring at law firms", "how much of law firms hire lawyers", "how many lawyers hire annually", "who is hiring", "what type of firm hires legal professionals", "who are hiring in washington state", "who hires for law firms", "why are attorneys hiring in washington dc", "who is hiring in washington dc" ]
32534192-323c-11e1-b692-796029298414
[ "what is the largest commercial tycoon in us", "which company has the approval for remodulin", "what is the name of the pharmaceutical company that has been approved for treatment of pulmonary arterial hypertension", "which pharmaceutical company has received federal government approval for remodulin", "what companies has landed contracts with anne arundel county", "what industry is rockville based in?", "what is the name of the pharmaceutical company that is a clinical trial for remodulin", "which nsi has received approval in france", "who is united therapeutics", "where did usaf get fda approval for nsi", "who is rockville nj", "who is nsi-189 funded by", "who is the fda approved company", "who is united therapeutics", "who has the approval for neuralstem", "which company has received approval for nsi-189 for the treatment of major depressive disorder?", "which pharmaceutical company has the approval of the fda for treatment of arterial hypertension?", "who is the manufacturer in rockville washington", "which companies are getting loans", "what company has received government approval for treatment of md" ]
e571c8d2-2ccb-11e1-8af5-ec9a452f0164
[ "what is the nyc mosaic district", "which store is mosaic district located at", "where was mosque built", "when will mosaic district be open", "when was mosaic project built?", "where does neiman marcus store open", "where is mosaic district", "where is mosaic district", "where is mosaic district", "where is mosaic located in merrifield", "where is mosaic district?", "which retail stores are part of mosaic district", "where is edens mosaic district?", "when will mosaic district open", "where is mosque district store", "where is mosaic mall in new york", "where is mosaic mall in nyc", "which is the first nyc mosaic project", "where is mosaic district located", "who built mosaic district" ]
e348254a-31be-11e1-b034-d347de95dcfe
[ "where is the gym located", "where is fitness apparel stores", "what is rei in georgetown georgia", "where to find sports apparel stores", "which area have gyms", "where is rei fitness apparel located", "what's happening in the washington area", "is lululemon owned by city sports", "where is a fitness center in washington dc", "what is the newest fitness store in washington dc", "where is rei stores?", "where are the most popular fitness stores", "what stores are located in washington dc", "where do some fitness stores open", "where are the newest gyms in washington dc", "what is the fitness industry in washington dc", "when did the gym open in georgetown washington", "where is fitness clothing made", "where is gym apparel found in dc", "which fitness stores are in dc metro" ]
8c95ab52-30a9-11e1-b034-d347de95dcfe
[ "do employers pay unemployment taxes", "what payroll tax will raise for maryland", "when does unemployment start", "when does the new payroll taxes increase", "when is unemployment tax due for virginia", "when does unemployment pay increase", "when will payroll tax be increased in virginia", "which state has highest unemployment tax", "which states are going to have higher unemployment rates", "what is the payroll tax rate for virginia", "what is the current state unemployment tax rate", "when will the unemployment tax be increased in virginia?", "when does unemployment increase in va", "are employers being hit with payroll taxes", "when is federal unemployment tax due?", "when are em payroll taxes up", "how are unemployment benefits being impacted?", "what is maryland's payroll tax rate", "when is payroll tax due virginia", "when is the unemployment tax due in maryland" ]
6c22fff2-3237-11e1-b692-796029298414
[ "who was appointed director of tlc", "who was president of the va tysons regional chamber of commerce", "who is the chairman of costar group of vienna, va", "who is the chairman of the bbid in virginia", "who appointed mary s. huffman, executive director of the fairfax county chamber of commerce?", "which district is nancy brown vice president", "who was a director of nsccu", "who was appointed to the national health council of washington dc", "who appointed john cognosante", "which district is olney in?", "who appointed jean leone", "who is the chairman of fairfax county chamber of commerce?", "who were the afcu chairwoman in olney virginia?", "who does nbcu have in washington dc?", "who is the chairman of the board of directors of bbi", "who was appointed to the hallston business improvement district", "who is vice chairman of the tysons regional chamber of commerce", "which city is in vt", "where is the office of the dc office of commerce located", "what county is hallston in washington dc" ]
c2b4843e-2be9-11e1-9952-55d90a4e2d6d
[ "what to gift a manager for lunch", "where is near infinity headquarters", "how much do managers make for near infinity", "who runs near infinity corporate headquarters in reston, illinois", "who is near infinity?", "what is the company called near infinity", "where is near infinity located", "why do they give out free lunch to employees", "who makes at near infinity", "what is near infinity?", "how much do managers at near infinity spend on the holidays", "where is near infinity located", "who is near infinity", "what is the company known for a gift for an employee", "how much does near infinity pay per employee", "what is near infinity", "what is the company near infinity", "why do managers give their employees gifts", "what is near finity", "near infinity staffing how much is it" ]
8eaa2058-2ccb-11e1-8af5-ec9a452f0164
[ "how to shine at interview", "what to say for interview", "how to tell an interviewer about your skills", "what should be a good introduction during a interview", "how to ask good interview questions", "how to prepare for interview", "what questions should you ask at an interview", "how to answer questions for an interview", "what to say during interview", "what is the most important thing to ask during a job interview", "how does an interview work", "how to interview at a job interview", "how to interview a recruiter", "how to answer questions in a job interview", "how to interview for a position", "how much time should i spend researching and preparing for an interview?", "best way to answer questions in a recruiting interview", "how often to ask a recruiter questions", "how to shine at an interview interview", "best answer for interview" ]
1c63af38-3198-11e1-a274-61fcdeecc5f5
[ "where is the global soap initiative", "what is the global soap project", "what is global soap project", "what's the global soap program", "who is the vice president of corporate responsibility of hilton", "what is the company global soap project", "what is global soap project", "does hilton washington donate soap", "where is hilton globally", "where does global soap project come from", "what is the hilton international philanthropy", "who donates used soap to global soap project", "who is jennifer silberman", "hilton worldwide what is global soap project", "what kind of organization is hilton worldwide", "what is global soap project", "what is global soap project?", "what is hilton's philanthropy", "what is global soap project", "hilton global soap project" ]
8213c0f4-2cff-11e1-8af5-ec9a452f0164
[ "who started the giving circle dance company", "who is the creator of dance", "why was the dayana tai soon burgess dance company reorganized?", "who is the founder of the washington ballet", "who started the giving circle dance company", "dance studios who can make money", "what is the giving circle", "who started d.c. ballet", "who started a dance company", "who started jane cafritz", "how much can i give a dance company", "who is jane cafritz", "why did jane cafritz start the giving circle", "what is the current d.c. ballet company doing", "where was the original dancers studio", "what company is jane cafritz", "who is designer and dancer jane cafritz", "who is the founder of the washington ballet", "who is jane cafritz", "who is jane cafritz" ]
a552eada-2cc9-11e1-8af5-ec9a452f0164
[ "who owns fish window cleaning", "who owns fishing window cleaning", "who owns fish window cleaners", "where are fish window cleaners", "who owns fish window cleaning annapolis", "are window cleaners bonded", "who is fish window cleaning", "where is fish window cleaning", "what is fish window cleaning", "who makes fish window cleaning company", "where is fish window cleaning", "where is fish window cleaning?", "where to work at fish window cleaning", "who are the owners and operators of fish window cleaning?", "who are the owners for fish window cleaning", "fish entrepreneur how to hire", "what is fish window cleaning's business", "where does fish window cleaning work", "who owns fish cleaning alabama", "who is fish window cleaning" ]
9cb90546-2cd6-11e1-8af5-ec9a452f0164
[ "who is the ceo of copt", "what is copt real estate", "who is the ceo of copt reallocation", "what is copet?", "what is copt", "where is copt offices in columbia", "copt assets", "who owns copt corporate offices", "where is copt located", "when did copt start real estate", "how much money does copt pay for office space", "what is copt", "who is copt ceo", "when did copt start selling assets", "what is copt", "who is the ceo of copt", "when did copt sell off buildings", "copt assets", "where does the company copt work", "what company is copt" ]
fdafa37c-2db3-11e1-8af5-ec9a452f0164
[ "what is the healthiest place in the united states with the most fitness?", "what area of the us is the healthiest", "which area of the us is the fittest", "where is the healthiest city in usa", "what is the healthiest region of the usa", "what cities are gyms", "where is the healthiest place to exercise", "why is washington dc in top fitness", "which area is healthiest", "where is nyc's healthy", "which states have the healthiest workout", "which u.s. state is the healthiest", "what is the healthiest place in washington state", "what is washington state ranked as", "what is the healthiest area of washington", "what is the healthiest place in the us", "what is the healthiest area of washington?", "which states have the best gyms", "which states have the healthiest fitness population", "what is the healthiest metro area in the us" ]
dc1b1862-2daf-11e1-b030-3ff399cf26f3
[ "where did the peace activist concepcion picciotto live?", "what hotel does joy bricker live?", "who is concepcion picciotto", "what hotel did concepcion live in", "how old is joy bricker", "who is concepcion picciotto", "where did concepcion picciotto live?", "where is concepcion picciotto's home", "where does concepcion picciotto live", "who is concepcion picciotto", "when did concepcion picciotto move", "where do people live in washington dc", "what is the name of the peace activist who has a house", "who is concepcion picciotto", "who is concepcion picciotto", "where is concepcion from?", "who is concepcion picciotto", "what is concepcion", "what is the name of the peace activist mother who is still alive", "where was concepcion picciotto house located" ]
d7a6a3fc-2d26-11e1-b030-3ff399cf26f3
[ "when is school in alexandria va", "when is school open in alexandria dc", "why do virginia schools close on january 2?", "when do schools open in alexandria dc", "when are schools open in alexandria", "what year does schools open again in virginia", "when do schools open in alexandria", "when will school open in alexandria va", "why are schools closed in alexandria virginia", "when does school start", "when will schools open in alexandria washington", "why do schools open january 2", "what is the date of school in alexandria virginia", "when do school start for kids", "when did alexandria schools close", "what school district has the last holiday", "when is the school open?", "when does schools open in alexandria va", "when does school open in virginia", "why is school closed on new year's" ]
5b0a7ae4-1cff-11e1-a1c9-d8aff05dec82
[ "who wrote the boy in the suitcase danish book", "who is the girl in the suitcase?", "who wrote boy in suitcase by lene kaaberbol", "who wrote the boy in the suitcase", "who does the boy in the suitcase author", "who is the woman who left the child who left the boy", "who wrote the boy in the suitcase", "what is the boy in the suitcase", "who is the woman who left a child in a suitcase", "who is the woman who left the boy in the suitcase?", "who is the woman in the boy in suitcase", "who is the girl that hid the boy in the suitcase", "who is the girl that is the boy in the suitcase?", "who wrote boy in suitcase", "who wrote the boy in the suitcase", "who is the woman who left the girl who is the boy in the suitcase", "who is nina borg", "who wrote the boy in the suitcase", "who is the woman in the suitcase", "who wrote the boy in the suitcase" ]
41395194-323a-11e1-b692-796029298414
[ "what was ron paul's message", "who was ron paul?", "how did ron paul predict the future", "is ron paul doing anything for a change", "what kind of things do ron paul say at his campaign rally?", "how did ron paul say in iowa", "what iraq poll is with ron paul", "how does ronald paul run", "what is the name of the republican candidate ronald paul", "who is ron paul", "how is the sky is falling message portrayed", "who is ron paul?", "what is ron paul doing", "what message does ron paul give to the public", "what did ron paul say about the economy", "what is ron paul campaign promise", "who is ron paul", "what was ron paul thinking about the economy", "what is the message ron paul is saying about the future of the world and where it will be", "what is ron paul's vision of the future" ]
38e709f4-302e-11e1-8149-868dd2c9e12e
[ "what is maleswear", "where to buy a suit in washington dc", "where is alton lane", "where does jack spade menswear shop", "what shops carry suits", "which menswear brands have opened in washington state", "why did the olden lane open in georgetown", "where are menswear stores open", "who manufactures a manwear", "where to buy suits and suit", "what menswear stores in georgetown", "how many retail stores sell sportwear", "where is alton lane menswear", "when was menswear first opened", "is alton lane a department store", "where are menswear shops", "where is alton lane, washington", "when did alton lane open in georgetown", "what is the name of the menswear brand", "who makes tailoring suits" ]
ed3bb34a-333b-11e1-825f-dabc29fd7071
[ "when did stephen mccormick die?", "who is the host of the american forum", "who was stephen mccormick", "did senator mccormick die", "who was stephen mccormick", "who did stephen mccormick host", "who played host on youth wants to know", "who was the host of the national radio show youth wants to know", "who is stephen mccormick", "how did stephen mccormick die", "when did john f. kennedy die from television", "who was the guest moderator for young people wants to know and why did he do it?", "who is the host of youth wants to know", "when did president kennedy resign from youth wants to know", "who hosted the american forum", "who was stephen mccormick?", "who was the host and moderator of youth wants to know?", "who was freddie mccormick host", "host of youth wants to know", "how did stephen mccormick die" ]
fe7d6ba0-34bf-11e1-81ef-eaf2bd09c8a2
[ "what team did the eagles play for", "who was injury to brian orakpo", "what score is eagles vs redskins", "did redskins lose", "how many yards was washington redskins rushing in phillipsburg", "which team did the redskins lose", "what kind of offense has the eagles", "what sank the redskins", "what was the score of the final washington redskins game", "what score was the eagles game", "what was the redskins score", "what was the score of the washington redskins", "what team did evan royster play for?", "what was the score for the washington dc eagles", "what was the score of the washington redskins game against the philadelphia eagles", "what was the score of washington redskins vs philadelphia eagles", "what was a score against the philadelphia eagles", "what was the score of the washington dc eagles last game?", "what is the score of redskins vs eagles", "why did the redskins lose their first game of the season" ]
c0556f00-2b21-11e1-bbb4-584e01ef538d
[ "what is the state's consumer assistance program", "where is health assistance in texas", "who is the consumer assistance program", "why did consumer assistance program close", "which states have a consumer health assistance program", "what was the texas consumer assistance program", "how many employees work in consumer assistance", "when did the consumer help programs start", "why was texas consumer assistance program shut down", "who funded consumer assistance", "why did the american health insurance exchange close last year", "why is the consumer assistance program closing", "how is the texas consumer assistance program funded", "what state does the consumer assistance program run in", "why is consumer assistance program closed", "what is the texas consumer assistance program", "why is consumer assistance program shut down", "why did the health reform act shut down the texas program in 2010", "when was texas consumer health assistance program launched", "what year did consumer health assistance program stop work in texas" ]
7f2d27e8-3233-11e1-b692-796029298414
[ "navy average cost of aircraft carrier", "cost overruns", "what is the navy overrun of the gerald r. ford", "who build the ford ship", "cost overrun", "what is the navy cost overrun", "cost overrun for navy", "cost of building gerald ford", "navy cost overruns", "cost overrun of aircraft carrier gerald r ford", "which navy vessel has the most costly cost overruns", "cost overruns navy", "what is the navy's worst case of cost overruns", "what is the navy's most expensive carrier?", "cost overruns for the navy", "what is the navy most expensive ship", "cost overruns for the navy", "how much is the navy overrun", "cost overrun for uss ford", "who is the largest government owned aircraft carrier" ]
83ae3402-3237-11e1-b692-796029298414
[ "what is the type of business bankruptcy for sw", "what type of company is across the world travels.com", "what is the liquidation case number for a bankruptcy firm in the us?", "if a company files bankruptcy, what kind of assets does the trustee typically pay?", "what is the case number on across the world", "what is the legal title of a company in bankruptcy", "where was across the world llc filed", "what type of liquidation is across the world", "when did across the world liquidate", "what is the liquidation of across the world", "what is the filing number for a liquidation for a chapter 7 business", "what type of assets can an attorney sell to pay creditors", "who is largest unsecured creditor", "which bankruptcy case number is for across the world travels", "what is reorganization of assets under chapter 11", "which company has assets owed under a bankruptcy", "what is the asset limit for liquidated entities", "what does the federal law for bankruptcy reorganization mean", "what is the liquidation amount in a bankruptcy case", "what is the type of bankruptcy for across the world" ]
5fae7e50-3335-11e1-a274-61fcdeecc5f5
[ "when will the fed release its policy", "what is the economic outlook in december", "when is the economic calendar", "what's happening with the economy?", "when will the federal reserve announce interest rates", "what is the economic calendar of 2012", "what is the economic news for the week of january", "what is the expected rate of the fed?", "what is the economic news for december?", "what is the economic outlook for the new year", "what's going to happen in the us economy next week", "when does the us economy update in december", "what is the economics of december", "when does december release jobs", "when is the federal open market meeting scheduled", "what is the fed expect", "which economists predict economic activity in 2012", "what are the economic trends for the year?", "when is a us economic report releasing", "what is the economic calendar predicting in 2012 for the us" ]
415dda64-34b0-11e1-81ef-eaf2bd09c8a2
[ "which u.s. sports are most likely to be at war with jihad", "which is an important aspect of sports?", "how many times a year in basketball is the fcs", "what is the issue about muslim fundamentalism? why is that necessary", "why do we play sports more often than schools", "what's wrong about terrorism", "what's happening in sports", "when did we start spending more on stadiums than on college football?", "what is the purpose of basketball games", "what is muslim fundamentalism and sport", "why does our culture care about football", "why did terrorism become a problem in the nfl", "what is the difference between the nfl champions and muslim fundamentalists in sports?", "what is the problem with tv shows", "what concerns me about our ongoing struggle against terrorism?", "why are we obsessed with sports", "do muslims care about football", "do muslim fundamentalists have money to spend on sports", "how are the us sports obsessed", "when was the last football game" ]
052c18ba-34ad-11e1-88f9-9084fc48c348
[ "what iran is using to power its nuclear reactors?", "what was iran's nuclear reactor based on?", "who made an nuclear weapon", "what type of nuclear power has iran", "iran is trying to develop what type of weapons", "where has iran fired a missile", "why has iran been doing it's nuclear weapons", "where was iran's first nuclear weapons developed", "which iran nuclear plant has uranium rods", "why did iran launch its missiles", "what kind of fuel does iranian nuclear fuel", "what is iran's nuclear program?", "where is the missile fired by iran", "where is iran's nuclear research reactor", "what is iran nuclear fuel", "who is iran", "when was the breakthrough nuclear", "how has iran advanced in the nuclear era", "what kind of missiles does iran have", "what technology did iran use for its nuclear power plants" ]
4ae7f364-32fb-11e1-825f-dabc29fd7071
[ "what is leader based on", "why was itt defense important to me", "who did my dad serve in the military", "what was my father's role in engineering in the army", "who was the commander at west point", "what was the purpose of the platoon leader in the u.s. army", "what was my dad a commanding engineer", "what is leadership", "what was your dad's job during the vietnam war", "who is the leader of itt", "when was the army corps of engineers founded", "when did you become a leader in the army?", "what is the role of an engineering platoon leader", "what was one of the responsibilities of a leader in the army during the vietnam war?", "what was the purpose of the platoon leader in the army corps of engineers", "what was the purpose of the platoon leader in the wpia", "who is david melcher", "who was the army corps of engineers", "who was the leader of the army corps of engineers", "who was the enlisted leader in the army during the vietnam war?" ]
b32f089a-2bda-11e1-b030-3ff399cf26f3
[ "number of students at universities in india", "what is the enrollment percentage in india", "what is the enrollment rate at the colleges in india", "what is the college enrollment rate for an india", "why did india begin building colleges?", "where are colleges opening in india", "how many new schools are opening in india", "how many colleges are in india", "what is post secondary enrollment rate in india?", "how many colleges are in india", "what percent of postgraduate students graduate from college in india", "how many post secondary schools in india", "what is the enrollment rate for colleges in india?", "number of colleges in india", "who is responsible for building colleges in india", "why are universities building in india", "what is the % of us students in india", "which us colleges have the most students", "what is the enrollment rate for universities in india?", "how many colleges are open in the us" ]
a1ae7992-2046-11e1-b180-0df42576a2af
[ "who is vailia drath husband", "who was vallia drath married to", "who is viiola drath married to", "who is marilyn drath husband", "why did viola drath die", "who is viola drath married to", "who is vigina drath's husband", "who is viola drath husband", "how old was viola drath when she died", "did victoria drath ever marry a man", "who is viola drath married to", "where is viola drath's house", "who is viola drath muth", "who is viola drath married to", "who is viola drath married to", "who killed herms drath?", "who was viiola drath married to", "who was valla drath husband", "who is viiola drath husband", "who is viiola drath's husband" ]
90fbb236-325c-11e1-825f-dabc29fd7071
[ "what tv network is the ohio state bowl on", "where does the cotton bowl start in ohio", "where does football football play on football", "is the cotton bowl football game tv or televised", "what's the houston bowl?", "what is the bowl game called for the spartans", "what tv station is bowl on", "who are the gators and ohio state bowl teams", "who are the buckeyes in the bowl", "where is the cotton bowl", "ncaa bowl games in pa", "where is the cotton bowl played", "who plays in the cotton bowl in dallas florida", "who is bowl game tv", "who are the houston houston gators", "what is the tv number for the cotton bowl", "where is the cotton bowl tv show", "what tv channel is cotton bowl on", "where is the cotton bowl played", "what is the score of ohio state vs florida tv bowl game" ]
f6f5dae2-1c47-11e1-a1c9-d8aff05dec82
[ "how many indians died in clinical trials in india", "when was the last clinical trial in india", "how many indian patients are involved in drug trials?", "when did clinical trials start in madhya pradesh?", "who were the patients in the study of drugs", "why do indians participate in trials", "number of indians who are involved in drug trials", "what is the compensation of clinical trial participants", "who was involved in the india drug trial", "why was a patient not given consent in a drug trial?", "how many people in india participate in trials", "number of patients who are involved in clinical trial", "how many people die of drug trials in india each year?", "where in india are clinical trials conducted", "how many people have died from clinical studies in india", "where is clinical trial conducted", "number of patients participating in indian clinical trial", "how many people died in clinical trials?", "what is the compensation policy for clinical trials of drugs in india", "how many people died in pharmaceutical study in india" ]
5057141e-3261-11e1-825f-dabc29fd7071
[ "why is the back of the moon lopsided", "why are there lopsided moons", "why nasa probes show a thicker crust on the back side of the moon.", "why is our moon so lopsided", "why is the moon so lopsided", "why is nasa's probe on the moon more accurate", "what type of moon is in the nasa probe?", "why do the moons have a thicker back side", "what is the name of the nasa space probe to study the moon?", "why is the moon so thick on the front side", "why is the back of the moon thicker than the front", "why is one side of the moon lopsided", "when did the theory of twin moons start", "why is the moon thinner than the front", "what is the moon lopsided", "why is the surface of the moon thicker than the other", "why is the moon lopsided", "why is the moon on the lopsided side more thick", "why are the moons far side", "why is nasa's crooked surface lopsided" ]
343aec92-34be-11e1-88f9-9084fc48c348
[ "how much did exxon pay for venezuela", "what is exxon award for venezuela", "how much does xon pay for venezuela?", "exxon what to do for venezuela", "did exxon pay venezuela for a nationalization claim", "which company has been awarded the most compensation for nationalization of venezuela?", "what exxon benefited from venezuela", "what was exxon awarded for venezuela", "who awarded exxon for nationalization", "what is venezuela's debt id", "how much does exxon vs venezuela pay", "when did exxon pay for venezuela", "what is the compensation exxon owed to venezuela?", "exxon venezuela nationalization", "which oil companies were nationalized", "who pays exxon for venezuela", "what was exxon's settlement with venezuela's state", "what was exxon paid for the nationalization of venezuela", "exxon awarded for nationwide oil", "what was the venezuela contract exxon mobil awarded" ]
e434b9ba-3497-11e1-88f9-9084fc48c348
[ "what is the city in washington, ia called?", "when does lazar open", "what is the motto for a bank in washington iowa?", "what is life good slogan of elkwood bank", "who says life is good in washington iowa", "which states have the most small populated small states", "where is life is good in washington", "what is keith lazar slogan", "what is the motto for iowa?", "where is keith lazar, a hog farmer", "how old is keith lazar", "where is life is good in washington ia", "is life is good washington", "what state is life good tv show?", "why is iowa a small town", "when is iowa caucuses", "what is the motto for iowa community bank", "what city is life is good in", "why washington iowa is called life is good", "who is keith lazar" ]
1402ce60-34bc-11e1-81ef-eaf2bd09c8a2
[ "where does the spring valley vikings go in the dc basketball season", "what is spring valley viking tour", "where did the spring valley vikings visit on the trip", "where does the dc vikings play", "where is the spring valley vikings basketball championship tournament?", "where is the vyns basketball tournament", "what part of the trip does spring valley basketball play in", "what was the theme for the spring valley vikings game", "which basketball team is in washington dc?", "who is coach of spring valley vikings", "where is the spring valley vikings basketball tournament", "what is the purpose of the holiday tournament", "what dc basketball tournament to attend", "what is the purpose of the holiday classic", "where do the marching band spring valley vikings play", "where is the spring valley vikings basketball tournament", "what is happening in the winter basketball tourney in dc", "where to go for the dc basketball game", "what was the purpose of the holiday classic in dc", "where is the spring valley basketball tournament" ]
9739e392-3492-11e1-81ef-eaf2bd09c8a2
[ "where is the baby from in washington", "where is greg bonafede's baby", "who is irja bonafede", "when is the next baby for greg bonafede", "who is irja bonafede", "where is erja bonafede from", "where is greg bonefede born", "where does greg bonafede have his baby", "which baby was born at midnight in washington dc", "where is irja bonafede from", "where are the bonafede baby boys born", "where is greg bonafede's baby", "where is irja bonefede's newborn born", "when is the baby due for upper marlboro", "where is the baby in washington", "what is irja bonafede son's name", "what is irja bonafede's first name", "when is baby born in maryland", "when did irja bonafede's baby come into the house", "when was greg bonafede's baby born" ]
fe0ce10e-3231-11e1-8c61-c365ccf404c5
[ "which party is good enough about medicare", "who wants to stop medicare from overusing its resources", "should we support medicare and medicaid", "which congressman is a democrat", "who voted to allow medicare", "does tea party support medicare", "why is medicare not included in medicare", "when does medicare start paying for medicare", "who is working on medicare policy", "how much is medicare going to be paid for", "who are the tea party republicans", "what is going on with medicare and medicare", "when will we start working together on medicare reform", "which party should work together on medicare", "which of the following is an example of a compromise that would allow the veterans affairs to continue to receive medicare benefits?", "why is medicare not a good enough program for medicaid?", "who is the tea party?", "what is the tea party call for", "who is the democrats and republicans", "how is medicare funded?" ]
ec472c86-24e4-11e1-a95c-9c59e68f8d88
[ "where are crabs found in va", "how many dead creatures are found in crab pots", "where are ghost crabs left on chesapeake bay", "how many blue crabs were killed by watermen", "what creatures are in ghost pots", "where are ghost pots in the chesapeake bay located", "where do blue crabs get killed", "how many blue crabs are found in the chesapeake bay", "where are crabs found in the chesapeake bay?", "what animals are found in the chesapeake bay", "what are the ghost crabs", "do watermen keep shells of eels in the chesapeake bay", "where do ghost crabs live", "when was the crab trap program started", "how many blue crabs buried in the chesapeake bay", "what kind of monsters are left in chesapeake bay", "where are the ghost crabs found in the chesapeake bay", "how many crabs are in ghost crab pots each year", "what creatures are in the chesapeake river delta", "where do crabs live" ]
d6a1161e-3234-11e1-8c61-c365ccf404c5
[ "why is homelessness a top priority for veterans", "how does treatment impact veterans", "what is the impact of drug use southwards", "which article cited gains in housing veterans?", "why are veterans homeless for treatment", "is homelessness a top priority for veterans administration", "what is the two dimensions of a drug problem", "what is the solution to the homelessness crisis", "what is the problem with homelessness", "what is the dimensions of the problem", "which u.s. department of veterans affairs article highlighted the gains for housing veterans?", "why is homelessness a top priority", "how to address a homelessness crisis", "is homelessness an epidemic", "which article described the impact of drugs southward.", "what is the problem of drug supply and demand", "what kind of medicine is needed for homeless veterans", "what are the dimensions of a problem", "do veterans need treatment before homelessness", "why are veterans homelessness statistics bad" ]
67e9663c-212b-11e1-a624-a985dfc4f35d
[ "how much does merkle pay", "how many employees at merkle", "what is the average salary for merkle", "who is at merkle", "how many employees does merkle offer", "how much is merkle paid for a day", "how old is ceo of merkle", "how many people work for merkle", "merkle salary", "how many employees at merkle", "how old is david williams at mersle", "what is the salary for merkle", "what are the merkle", "average salary for merkle", "how many employees at merkle", "how much does merkle pay its employees", "how much does merkle pay", "how much money does merkle get paid a year", "average salary at merkle", "who are the merskle employees" ]
bb260b3a-274c-11e1-ba51-99a2b27f6305
[ "how did egypt get out of the middle east", "who was egyptian zionist", "what kind of jail is in egypt", "how many years was izionist israeli sentenced to prison", "which of the following is true about the egyptian military?", "why was the military involved in israel during the summer", "what was the israelis goal when I went into egypt", "where did the muslim brotherhood come from", "why was a man in egypt a zionist", "why was me incarcerated in egypt", "what were the benefits of a solitary confinement in egypt", "how long was zionism in egypt", "why was israel arrested in egypt", "why did israel keep me in egypt", "why was i arrested in egypt", "how did israel help egypt", "where in israel were the israeli arrested", "why did we get imprisoned in egypt", "what was the impact of being arrested and imprisoned", "what was egypt's first reaction to the egyptian revolution" ]
ad505a4c-3237-11e1-8c61-c365ccf404c5
[ "why does senior rank need to be eliminated?", "why is pentagon thinning military ranks?", "why does a military officer have to be laid off", "why do we layoff military officers", "why did pentagon announce layoffs", "why do we lay off senior officers in the military", "when do you layoff military", "why do we layoff general officers", "why is it necessary to layoff senior officers in the military? quizlet", "what is meant by executive layoffs in the army", "why layoffs should be done in the military", "why do we have to lay off our senior military", "who said it takes so long to eliminate senior military officers because you need time to work this and give people pink slips?", "why do we have to layoff people in military", "why do we have to throw our senior officers from the military", "should senior army officers retire", "why do general officers get laid off", "why are senior officers put on leave", "why do u lay off military officers", "how long to get senior ut" ]
507123bc-3334-11e1-825f-dabc29fd7071
[ "did obama win or lose", "was obama a messiah", "did obama get elected", "what is obama's problem as president", "why do people believe obama has caused problems", "what is barack obama's biggest problem", "what is obama s biggest problem?", "why did barack obama have a tough campaign", "what issues did president obama inherited", "what was barack obama like?", "who was the biggest celebrity when obama was elected?", "who is the president of obama", "how did president obama contribute to the economy", "what was barack obama's biggest problem?", "why did obama win", "how did barack obama get elected", "why did obama win the iowa caucuses", "why did obama win in iowa", "did barack obama cause the recession", "why did obama win the presidential election" ]
7441217c-3332-11e1-825f-dabc29fd7071
[ "how did ron paul attempt to erase his party", "how does ron paul do this", "did the lincoln administration have a role in the cia", "who was the political party lincoln belongs to?", "who was ron paul's political ally", "ron paul is a liberal and liberal", "who did ron paul support in the republican party", "was lincoln a luther", "why did paul vs lincoln run for president?", "which lincoln party was paul in", "who was ron paul's political opponent?", "which party lincoln is from", "who endorsed ron paul", "what was ron paul's ambition", "who did ron paul support for president", "which candidate credited obama for the isolationism he proposed", "who opposed ron paul", "when did ron paul propose to write a presidential address", "who was ron paul and what was the message", "how does ron paul challenge the republican party" ]
08c2ef8c-3307-11e1-a274-61fcdeecc5f5
[ "how much economic growth will there be in 2012", "what percentage of the economy does obama win?", "what is the average economic growth", "why did obama win?", "does economy have to improve obamacare", "what is obama's economic outlook", "what is the economic outlook for 2012", "when will unemployment fall", "how does the economy go in 2012?", "what is the economic outlook for the us", "what percentage is the economy going to increase by obama", "why will obama lose in the election", "who will win the election on the economy", "what is the economic outlook for obama", "what is the expected economic growth in the year 2012", "who can predict the economy", "who wins obamacare for reelection", "why did obama win in 2012", "what percentage of americans will work on unemployment", "what is the outlook for the economy" ]
b97c78a4-331e-11e1-825f-dabc29fd7071
[ "cost of ethanol tax credit", "when does the energy tax ethanol expire", "when is ethanol tax credit expire", "who was responsible for ending the federal tax credit on ethanol", "when does ethanol tax credit expire", "does the energy tax credit expire", "does the fuel tax credit expire", "why did the electric car tax credit expire", "why does the ethanol tax credit expire", "does ethanol tax credit expire", "what kind of tax credits do electric cars have", "why does an electric car tax credit expire", "how much money did ethanol tax credit get for electric car", "cost to install electric car charger", "when will the ethanol tax credit expire", "why do electric vehicles expire", "when do tax credits expire for electric cars", "why does the electric car tax credit expire", "when did the ethanol tax credit expire", "when does the federal tax credit for ethanol expire" ]
af8f7bda-34c6-11e1-88f9-9084fc48c348
[ "who is the favorite in the republican caucuses in iowa?", "who has the best chance of winning the presidency in iowa", "who has the best chance of being elected president in iowa", "who is the strongest candidate for iowa caucuses", "who is the democrats favorite for president in iowa", "who is the strongest caucus candidate?", "what is the odds of a republican caucus win", "which presidential candidate is most likely to win in the republican presidential caucuses", "who is the iowa republican who is the biggest loser", "which presidential candidate has the most votes in the iowa caucuses", "who is the favorite to win the iowa caucuses", "who is the best bet in the presidential caucuses", "what percentage of the vote would rick santorum take in the iowa caucuses", "who has the best odds of winning presidential nomination", "which republican has the best chances of winning the iowa caucuses?", "who is the leading political candidate in iowa", "who has the majority of the iowa caucus vote", "who is the leader in the iowa caucuses", "which party is the most likely iowa candidate", "what is a romney caucuses" ]
c1a204be-3246-11e1-a274-61fcdeecc5f5
[ "when was the first book by jack keats published", "who was the first illustrator of snowy day book?", "who was the first black child to be the hero in a picture book", "what was the name of the first picture book that starred a black child?", "who illustrated the first picture-book featuring a black child?", "who made the snowy day book", "who made the first picture books", "who is the first african american to have their own book", "who was the author of the first picture book starring a black child as the hero", "who is the author of the snowy day", "who inspired the snowy day?", "who wrote the snowy day", "who were the authors of the snowy day", "when was the snowy day published", "what was the first picture book to have a black child as a hero", "when was the snowy day book made", "who wrote the snowy day picture book", "what was the first picture book to have a black kid as hero?", "who created snowy day", "who wrote the first picture book with a black child as hero?" ]
fe4a4de6-3268-11e1-a274-61fcdeecc5f5
[ "who is the dc taylor trust?", "what city council member has been convicted for funding dc youth gangs?", "who was the mayor of dc for basketball", "did the children and youth investment trust have a role in directing the funds allocated to the youth baseball programs?", "which ward does the child youth investment trust go to?", "who is the dc youth trust corporation", "who is the council member for baseball", "which non profit was funded by harry thomas", "why did the child baseball trust pay harry thomas in dc", "who is the dc youth investment trust", "who is the harry thomas jr.?", "what city is mr thomas in in washington dc", "who is the mayor of dc", "who was harry thomas jr.", "who is the dc non profit organization who funds youth baseball and gang interventions", "who is harry thomas", "who funded youth baseball in the city of washington dc", "who is the non-profit that administers grants to youth organizations", "who allegedly directed youth baseball money to", "what city trusts funds baseball" ]
e5b6b2b4-2814-11e1-af61-6efac089e2f6
[ "which agency funds all medical research", "how many federally funded studies are done a year in human subjects?", "federal government sss program", "what research is funded by the government", "how many people have been injured in government funded research", "how does the government fund research on human subjects", "how many research projects does the government sponsor", "which federal agency does the most research on humans", "which federal research institution is responsible for assisting injured individuals during clinical trials and trials?", "how many federal government funded experiments", "who funds research based on federal grants", "why does the government not have centralized records", "which us agency has the responsibility for funding the most medical research on humans", "how many government funded human experiments", "what is the purpose of a study funded by the federal government", "what is the federal government's role in the research program on humans?", "which federal agency is the most responsible for the conduct of research in human subjects?", "what is the federal government funded for human subjects", "which federal agency is responsible for a study that involves the conduct of research with individuals injured at college?", "how many federally funded experiments in humans" ]
d7f23238-32f6-11e1-8c61-c365ccf404c5
[ "which senators have not ratified the law of the sea convention?", "why is the arctic important", "what is the importance of the law of the sea convention", "why does congress want to do a ratification of the law of sea convention?", "why has the international law of sea convention been ratified", "why was the law of sea ratified", "what's the us's role in the arctic?", "why did the us ratify the arctic convention", "why the law of the sea convention should need approval", "why was the law of the sea ratified", "why is the arktic region important for the u.s?", "why does the us not ratify the law of the sea", "why did the law of the sea fail", "why was the law of the sea ratified?", "why was the law of the sea ratified", "why the law of the sea convention is important to u.s. security", "why do senators object to the law of the sea convention", "why has the senate not ratified the law of the sea?", "why did no senator sign the law of the sea convention", "why has the law of the sea passed" ]
72f097a4-3269-11e1-825f-dabc29fd7071
[ "who is andrew sullivan", "what is the meaning of the blog by andrew sullivan", "who is andrew sullivan?", "who is andrew sullivan and what kind of degree does he have?", "who is andrew sullivan", "where is evans sullivan from", "who is the person who is andrew sullivan", "who is andrew sullivan", "what is the meaning of writing a book?", "who is andrew sullivan", "who are the philosophers", "who is andrew sullivan", "who is andrew sullivan", "who is andrew sullivan", "what is the definition of philosophers", "who is andrew sullivan?", "what is the definition of philosopher", "who is andrew sullivan the writer/blogger", "harvard professor andrew sullivan", "who is andrew sullivan" ]
46382344-34d0-11e1-81ef-eaf2bd09c8a2
[ "what position does rex grossman play", "did rex grossman ever play for a redskins team", "is rex grossman a free agent?", "who does rex grossman play for", "what position does rex grossman play", "when did rex grossman leave the redskins", "who is rex grossman?", "who is rex grossman?", "who is rex grossman", "will rex grossman play for redskins", "where can rex grossman play next season", "did rex grossman go to free agency", "which redskins quarterback was drafted free agent", "when is rex grossman signing", "who does rex grossman play for?", "will rex grossman be drafted to the redskins", "who is rex grossman", "when does rex grossman return to the redskins", "what position do redskins quarterbacks play", "what team did rex grossman play for" ]
e74d9a6c-34cf-11e1-81ef-eaf2bd09c8a2
[ "what teams did the washington redskins play on", "why did the redskins fail to attempt a field goal", "what special teams do the washington redskins have", "did washington lose in special teams", "why was the philadelphia field goal a disaster for the redskins", "who punted the eagles field goal", "why do the redskins play poor on special teams", "what was the result of the washington redskins vs. eagles special teams game?", "why did dallas rosca miss the field goal", "what was the problem with washington state special teams", "what team missed the first two field goals in washington state", "what is wrong with punt return", "washington redskins field goal", "what kind of play did washington have in the eagles game", "which special teams rocca", "washington redskins field goals", "what was a wrong with the redskins qb in pnp", "what was the redskins ad", "what special teams did the washington nc redskins lose", "where does special teams play in an eagles game" ]
c07082d6-34a4-11e1-88f9-9084fc48c348
[ "what was eva zeisel famous for", "where was eva zeisel from", "what was the name of the designer who was accused of trying to kill jacob stalin?", "where did eva zeisel come from", "who invented the stel", "who was eva zeisel", "who was eva zeisel in prison for", "who was eva zeisel", "who is eva zeisel", "what style of glassware did eva zeisel create", "who is eva zeisel", "who created the modern day tableware", "eva zeisel was a russian ceramicist who was falsely accused of conspiring to assassinate stalin", "who was eva zeisel", "who was eva zeisel", "how did eva zeisel contribute to contemporary art?", "who is eva zeisel", "who is eva zeisel", "how did eva zeisel die", "who was eva zeisel" ]
82fed8ae-31a1-11e1-b034-d347de95dcfe
[ "what is the bag tax", "what is the bag taxes in montgomery", "what is the bag tax", "what is montgomery county bag tax", "what is the bag tax at safeway", "who started the tax on plastic bags", "what county is montgomery pa tax", "who is responsible for bag tax in montgomery county", "how much is bag tax for food", "how much are paper bags for walmart in montgomery county?", "what is the bag tax in montgomery city", "what is bag tax", "is there a tax for bags in montgomery", "what is the bag tax in montgomery county", "who was the bag owner of aldi in montgomery county, nc", "what is the montgomery bag tax", "what is maryland bag tax", "does bag tax cover food and alcohol", "what kind of bags for the market in montgomery county", "why does montgomery county collect bag taxes on grocery" ]
a4b784c6-34c3-11e1-81ef-eaf2bd09c8a2
[ "who is the republican running mate", "who is mitt romney's running mate", "who is the current presidential hopeful in iowa", "who is mitt romney iowa support", "who is mitt romney running for", "who is the republican running mate for president", "who is running against democrat romney", "who is romney's running mate", "what republicans are backing ron paul", "who is the iowa republican candidate", "what is iowa state romney vs. mitt romney", "who is running against mitt romney", "who is the candidate democrats and republicans", "who is iowa democrat vs republican", "who is the conservative republican in iowa", "did republicans vote for mitt romney", "who is ryan romney and who is he?", "who is the republican iowa running mate", "who is a republican running mate in iowa", "which iowa republican is most likely to win" ]
ca334a80-34d4-11e1-88f9-9084fc48c348
[ "how much does haloti ngata weigh", "who has coached michigan's defense", "who is the michigan coaching staff", "michigan football coach", "who are michigan coaches?", "who is the defensive coordinator on the michigan football team?", "what is the coaching staff at michigan", "what defense does michigan coach", "michigan state football coach", "who is michigan coach", "what is the weight of haloti ngata", "how tall is michigan defensive end", "what defensive coach is michigan?", "who is michigan defensive coordinator", "how does michigan play defense", "when is the michigan sugar bowl", "what coach coach was ngata", "where do the michigan wolverines play in the sugar bowl", "who is the defensive coordinator for michigan state", "which michigan coach was a defensive end in virginia tech?" ]
df15406e-330a-11e1-a274-61fcdeecc5f5
[ "how many kids do romney have", "age of ron morgan kids", "what is mitt romney's son's name", "what is mcdonald's son", "how many kids does mitt romney have?", "who is josh romney's son", "who are mitt romney's sons", "how many children does romney have", "is mitt romney's sons a real estate investor?", "who are the mitt romney sons", "how many children does romney have", "what is romney's sons job", "mitt romney's kids", "which romney son is his father", "who are roosevelt's children", "how many kids does romney have", "who are the romney boys' names", "how many sons does mitt romney have", "how many sons does mitt romney have", "what is mitt romney sons age" ]
0a34d416-34ba-11e1-88f9-9084fc48c348
[ "who is rick santorum", "who is the republican presidential nominee in iowa", "which of the republican senators has signed an obamacare pledge", "who is the liberal candidate for president of iowa", "who is the only republican in the democratic party?", "why has rick santorum been endorsed by romney", "who is rick santorum", "who is the only conservative republican in the president iowa", "who was the only republican who supported ron paul", "who endorses mitt romney and obama", "what was the political outcome of rick santorum's iowa campaign", "who is the republican nominee for president in iowa", "who is the only republican in the republican party", "who is the only republican in iowa", "who has endorsed ron paul", "rick santorum was in what state", "who is santorum on the polls", "who was the primary opponent for iowa president", "is rick santorum a conservative", "who is rick santorum" ]
b9478026-34e1-11e1-ac55-e75ea321c80a
[ "what team does john wall play for?", "how many points does john wall have on this season", "who played the wizards vs. celtics", "when is john wall going to lose his game in the wizards", "how many rebounds did john wall get in the celtics game", "what team is john wall on", "what team are the wizards from", "what team is john wall on", "who plays with john wall in nba basketball", "who was the star on the wizards", "who played the Wizards vs Celtics", "how much has john wall made this year", "who was john wall against", "which team won't play any games", "what is the wizards best basketball", "how does john wall play", "what is the score for wizards basketball", "what is the score of john wall", "how many points did rajon rondo have?", "how many points has john wall scored" ]
28b0bbe8-34d9-11e1-81ef-eaf2bd09c8a2
[ "what was mike shanahan's team", "what did mike shanahan do", "who lost to the redskins", "why do the redskins lose", "who is the coach in the wa redskins", "how many losses does the redskins have this year", "what is it like when redskins are in disarray", "who played for the redskins", "what kind of team did the redskins get knocked out of", "how many years did the redskins lose", "how many wins did mike shanahan win", "what kind of coach was mike shanahan", "redskins coach", "how do the washington redskins rebuild", "how many wins did mike shanahan record as coach", "how many losses are in the redskins", "how many seasons has mike shanahan played for the redskins", "who are the nfl rebuilding teams", "how did mike shanahan and the redskins play together", "what team is the redskins" ]
c102c464-34dd-11e1-81ef-eaf2bd09c8a2
[ "what conference is the giants in", "who are the nfl tusks in the postseason", "which teams went to the playoffs", "what teams are seeded in the nfl playoffs", "who won the nfl east", "what division is the denver broncos in", "what division are the ravens in", "what division is the nfl b game", "what seed are the ravens in the nfl", "which nfl division is diego broncos in", "what team does nfl championships go to", "who are the playoff seed for nfl", "what nfl conference is the giants from", "which nfl teams have reached the playoffs", "what division are the denver broncos in", "nfl champions nfl postseason", "which nfl teams have been to the postseason", "nfl division wins byes", "what division is the broncos", "who is the no. 1 seed in the nfl" ]
ab41d620-34cd-11e1-81ef-eaf2bd09c8a2
[ "who is the redskins head coach", "who does mike shanahan coach", "what is the name of the coach that is on the washington redskins", "who was coach mike shanahan", "redskins coach", "what was the redskins first season in the nfl", "who is the redskins owner", "did mike shanahan quit", "who are the redskins coach", "why did mike shanahan leave washington", "how bad was the washington redskins last year", "why did mike shanahan leave the redskins", "how many years does mike shanahan have left on his contract", "what year was mike shanahan hired", "how did washington redskins start last season", "how many years has shanahan been on the redskins", "how did mike shanahan run the redskins", "which owner has hired the redskins", "why did david snyder decide to hire mike shanahan", "who is redskins qb" ]
c4ed83e4-34dc-11e1-88f9-9084fc48c348
[ "why does ravens win afc north", "when did the ravens win the afc north", "did the ravens win ac north", "who was the fastest rushing quarterback in afc north", "what is the score for ray rice run", "what teams have afc north titles?", "where did ray rice run for a touchdown", "what is ravens win", "which team won the afc north runner-up game", "when did the ravens win the afc north", "what is the score for the ravens", "what year did the ravens win", "how many touchdowns does ray rice score", "how did the ravens win the afc north?", "what game did the ravens win", "what score for ravens in afc north", "what is the afc north score of ravens", "which team won the afc north title", "which afc north player is in the ravens?", "who won the ravens afc north title" ]
21e3b518-34e8-11e1-81ef-eaf2bd09c8a2
[ "how many homicides in arlington", "how many deaths in arlington washington in a year", "when was there homicide in arlington county", "how many homicides in arlington", "what is arlington county murder rate", "how many homicides in arlington county washington", "how many homicides in arlington county washington", "what is the population of arlington county washington", "how many people a year died in arlington county", "which county has the least homicides", "how many homicides in arlington", "how many homicides in arlington", "how many people are homicide in arlington dc", "arlington county tx homicide rates", "how many homicides in arlington county", "how many homicides in arlington", "how many people were killed in arlington county", "what is the population of arlington county", "arlington az population", "what is the homicide rate in arlington" ]
bcc74d68-34e0-11e1-81ef-eaf2bd09c8a2
[ "what is the weather on january", "what's the weather like in washington?", "what is the weather like on january", "what is the weather on new year", "what's the weather like in ny", "when was the new year's morning in washington dc", "what's the weather like on nys day in washington", "what is the weather like in new year washington", "what is the average temperature in washington?", "what temperature is it in washington", "what is the weather like on new years day in washington", "weather in washington dc for new years", "what's the weather like in washington dc", "what is the weather in washington", "what was the temperature in washington", "weather in washington state for new years", "weather in washington state during new years", "what time of year is the rainbow on washington state", "what was the temperature in washington state on new years day", "how hot is washington dc on new years" ]
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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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