Training — unified schema
Collection
The 15 training sources in one strict schema across 13 repos: 9 pair sets, 3 DPR query sets on a shared corpus, 3 BEIR train splits. • 14 items • Updated
Datasets:
Tasks:
Text Retrieval
Modalities:
Text
Formats:
parquet
Sub-tasks:
document-retrieval
Languages:
English
Size:
1M - 10M
License:
id stringlengths 20 20 | title stringclasses 1
value | text stringlengths 31 22.7k |
|---|---|---|
00001ca7add30e946d1a | The Treasuryâs schedule of financing this week includes an auction of new three- and six-month bills on Tuesday and an auction of four-week bills on Wednesday. | |
00001e17b3eeadb23ad4 | Hollywood is poised to end the year with a record $9.7 billion in domestic movie receipts, up 4 percent from 2006, but the gain will be fueled largely by higher ticket prices, box office tracking service Media By Numbers said on Thursday. | |
0000217bea7f25779b58 | Doppio allenamento per il Pescara in vista della gara di venerdì prossimo a Crotone: il tecnico Amma... | |
00002cdcffbe53779c4d | DAVID Blunkett's resignation was not inevitable. The Home Secretary dug his own political grave and then leapt into it. In the weeks since it was revealed he had a three | |
0000363275dddded8661 | Scientists at London's Kew Gardens say dandelions could be the source of a life-saving drug to fight off cancer. | |
0000374d239789a9b30a | Poles signed waiting lists for a chance to buy shares in their largest bank, using a signup system from communist times to impose order on the crush of interested investors. | |
0000900fe75801e1d3d7 | What happens in the online world can be a freeing experience. Sometimes too freeing, so be careful out there. Commentary by Gina Lynn. | |
00009d223c60ca4a4162 | Not for the first time, events in Iraq are straining relations between two traditionally close allies, Turkey and the United States. | |
0000b4e3efa9bdcc4e36 | LOS ANGELES (CBS.MW) -- Four major pension funds said Tuesday they've filed a proposal that would give shareholders the right to nominate directors at Walt Disney Co. | |
0000b8375bec67fc7ccc | As many as 100 civilians believed to be unaccounted for after battle in Pakistani capital. | |
0000c35c9214ebf0202c | Hundreds of thousands of badly malnourished children with limited access to hospital care, could be given life-saving treatment at home with a locally-made peanut butter based food, U.N. aid agencies said. | |
0000c9223e8e09d972b1 | Un'autobomba, esplosa nel sobborgo di Adhamiya, nella parte nord di Baghdad, ha provocato la morte di almeno 14 persone. Poco prima 11 agenti sono stati uccisi in un attacco della guerriglia a una stazione di polizia nel sud di Baghdad. | |
0000dc89496db020f34f | LOS ANGELES - With so many popular TV series having run their course on DVD, it would seem the stock of marketable programs is getting depleted. | |
00011ed552f2a56aff23 | Comair has canceled all 1,100 of its flights. An airline spokesman said a computer system that manages flight assignments crashed. | |
00013e1e8741ad4d56f2 | By Mike Osegueda, The Fresno Bee, Calif. Feb. 13--It would be unfair to Jake Shimabukuro's talent to call him a YouTube star. But you also can't talk about Shimabukuro, a Hawaiian-born ukulele virtuoso, without talking about how viral videos have helped his career. | |
000147879c0ca25cf704 | While corporations are monitoring ports and using advanced security tools to fend off infection and attack, home users -- who have less technical sophistication -- are left more susceptible, sometimes | |
00014af232ea97cae616 | The news comes fast and furious. Pedro Martinez goes to Tampa to visit George Steinbrenner. Theo Epstein and John Henry go to Florida for their turn with Pedro. Carl Pavano comes to Boston to visit Curt Schilling. Jason Varitek says he's not a goner. Derek Lowe is a goner, but he says he wishes it could be different. O... | |
000163717fcecdb393b0 | London (IANS) Four doctors of Indian origin are among prominent Asians in Britain who figure in the Queen's New Year honours list. | |
00016dc6cecd4630cdf7 | Princes William and Harry announced plans on Tuesday to mark the 10th anniversary of Princess Diana's death with a pop concert at the new Wembley Stadium. | |
00017fa2ed1d9f2cf680 | Beta testers find flaws in a new feature of the instant messaging app. | |
00018ade2dc7f003cd04 | President Bush said on Saturday Democrat John Kerry's debate remark that U.S. preemptive military action should be subject to a "global test" would give other nations a veto over American national security decisions. | |
00018dca391d60098b10 | UK targets to cut greenhouse gases are now unlikely to be met, the government is expected to admit. | |
000191fba77994fae6cb | STARKVILLE, MISS. - The latest low point in Ron Zook's tenure at Florida even has the coach wondering what went wrong. At the same time, Sylvester Croom's first big victory at Mississippi State has given the | |
0001daff970bef8a04d8 | (AGI) - Riad, 29 dic. - La polizia saudita ha ucciso stanotte sette miliziani, che si ritiene siano collegati a due falliti attentati suicidi con l'esplosione di autovetture bomba, che erano stati tentati | |
0001df60f7c5bd2fe8dc | Charlotte Bobcats starting point guard Brevin Knight will miss at least one more game because of a strained groin. | |
0001e0ecccfbc1689923 | A tribal council in a remote Pakistani village ordered a man to walk neck-deep through freezing water for 10 minutes to prove his son was innocent of stealing, officials said. | |
0001f77ba53c95b5924a | Bobby Fischer, the chess champion who made a name for himself by beating the Russians then turning his back on America - and the game - has died | |
00020458b550f1b5a25d | Tenor Luciano Pavarotti, who has been battling cancer, leaves hospital after more than two weeks. | |
0002486b4a90c3575f8a | Venus Williams moved back into the Top 20 in the rankings for the first time in a year, rising to No. 17 Monday thanks to her fourth Wimbledon singles title. | |
00025cf4b9722587767c | Chronic exposure to arsenic, which can be measured in toenail clippings, seems to be associated with an elevated risk of melanoma skin cancer, investigators report. | |
00026126358f8d9ee6bf | The doctor at the center of a prescription drug scandal involving the University of Washington softball team has agreed to stop practicing medicine in a settlement with the state Medical Quality Assurance Commission. | |
000274eb623e55d7ec0e | A former funeral parlor owner and embalmer accused in a plot to plunder corpses for profit admitted to investigators last year that he and his partner rarely got permission to take body parts for transplants, according to court documents. | |
00027eeff348db7459c4 | Il pilota olandese del team Spyker, Christijan Albers, potrebbe essere rimpiazzato per il prossimo G... | |
00029d55754f49bd31a5 | Hamas' Ismail Haniya says he hopes talks in Mecca with the rival Fatah faction will lead to a unity government. | |
00029f5f442d416bbc71 | Research and Markets (http://www.researchandmarkets.com/reports/c46852) has announced the addition of "2006 Australia - NGN, VoIP and IPTV" report to their offering. | |
0002c60892d95e38cd20 | Regulations are being set out under which all UK tobacco products will have to carry picture health warnings. | |
0002d21b776b17b84da6 | The cherished dinner hour void of telemarketers could vanish next year for millions of people when phone numbers begin dropping off the national Do Not Call list. | |
0003216d33bd33d99fab | Defence Secretary Geoffrey Hoon was shuttling between India and Pakistan on a surprise four-day visit. | |
00032586e7bb745fab89 | European regulators may be getting ready to let the countdown to their decision begin, a source tells CNET News.com. | |
000328d721293f8e23eb | Boston Red Sox pitcher Curt Schilling - who helped the team capture its first World Series title in 86 years - will campaign with President Bush today at a rally at Pease International Tradeport. | |
00032bb075a7206f92bc | Bill Cosby's terrier bounced into the show ring, wagging his tail as if a tasty liver treat were in sight. Harry walked onto the green carpet at Madison Square Garden and it was no competition. | |
00032f250fd592dff077 | STROMBOLI, Italy - Residents and tourists have been told to move away from the coast of an Italian volcanic island in case its spectacular eruptions cause tidal waves, emergency services said on Wednesday. | |
000337ca79ced4a05f91 | Brocade Communications Systems Inc's former CEO was sentenced on Wednesday to 21 months in prison for backdating stock-option grants in a scandal that has ensnared scores of U.S. companies and led to billions of dollars of restatements. | |
00034993b707d3d12180 | FALLUJAH, Iraq - U.S. jets pounded insurgent positions in Fallujah for a second straight day Wednesday, raising plumes of smoke but doing little to weaken the resolve of militants who firmly control this symbol of Sunni resistance in Iraq... | |
0003608e2dd84684d7bb | Two of YouTube's founders stand to divide shares of stock now valued at around $650 million, Web search leader Google Inc. said in a regulatory filing on Wednesday detailing the payout from its $1.65 billion acquisition. | |
000368e51f3fee845b3e | Primedia Inc. said on Thursday that it has sold its hunting, fishing and shooting magazines to private-equity firm InterMedia Partners LP for $170 million in cash. | |
00036e64c70b2601233a | By John Gaudiosi LOS ANGELES - Hollywood has a fascination with sharks as seen most recently in Lions Gate's "Open Water," which expands nationwide Friday, and the upcoming DreamWorks cartoon "A Shark's Tale." | |
00038937cbf5be8ea99f | UN tanks are patrolling the road in front of Haiti's National Palace after shots were fired from a car passing several blocks away. | |
000390e6d97e0c95404d | Police arrested a 32-year-old terror suspect in northwest London early Thursday, officers said. | |
000392cd1c0ee568ce8b | Science News, London: "God genes" are responsible for creating religious fanatics, says new scientific research - much to the chagrin of church representatives. | |
0003df92eb476cc25b66 | Risultati delle gare di andata dei play off e dei play out del campionato di serie C2. | |
0003e054c477b027cfa4 | "If not we will have to draw our conclusions" Belgium's Dutch- and French-speaking parties have been unable to form a coalition government despite over two months of wrangling, highlighting the rift between the political aspirations of the two communities. via Raw Story | |
000402b31b1b5d7de937 | The use of some antidepressant drugs appears linked to an increase in suicidal behavior in some children and teen-agers, a U.S. advisory panel concluded on Tuesday. | |
00040c734ce4289f1553 | Environmental activists led by former U.S. Vice President Al Gore announced plans on Thursday for a worldwide string of pop concerts in July featuring Sheryl Crow, Red Hot Chili Peppers and scores of others to mobilize action to stop global warming. | |
00041ddf8f2e45e109e6 | Wireless enforcement/revenue panopticon expansion Immediately following this week's demands by safety lobbyists fearing for their jobs that the UK adopt a default 20mph speed limit in urban areas, London Mayor Ken Livingstone popped up aboard the bandwagon (this happened so quickly, indeed, that one might suspect he wa... | |
000424e730fff96fca1c | A US soldier was yesterday jailed for eight months after pleading guilty to abusing Iraqi prisoners. Armin Cruz forced naked inmates to crawl along the floor and handcuffed them together at the notorious Abu Ghraib prison. | |
00043dc735a4a05c516d | (AGI) - Doha, 15 set. - Il ministro degli Esteri Franco Frattini riferira' nel pomeriggio al Senato sull'esito della sua missione nel Golfo "L'Italia non sta lasciando nulla di intentato per favorire la liberazione | |
00044fbca3e7812231c9 | U.S. mortgage finance giant Fannie Mae FNM.N, which on Tuesday removed two top executives over major accounting problems, said on Thursday its regulator has approved a December preferred stock dividend. | |
00045d77c9c6309b077e | Britain will help fund two students from every school in England to visit Auschwitz to learn about the Holocaust, in a bid to help teach the lessons of the genocide to the younger generation, the government announced on Monday. | |
0004652c43d6ae9cb95c | Legendary umpire will retire after the longest tenure in Major League Baseball - one marked by occasional spats with managers and operatic calls of strikes. | |
00049012aaca58ff2ee8 | New laws designed to curb domestic violence are currently passing through the Spanish parliament. | |
000493eb47f8dfd292c1 | ''La mia prova di oggi è importante, so che posso migliorare e che devo lavorare''. Adriano n... | |
0004997fcb9398c0959f | Attribuito al Napoli Soccer di De Laurentiis il titolo sportivo. I club potranno effettuare operazioni di mercato fino alle 19 del 23 settembre. I partenopei rinvieranno le prime due gare. Il consiglio federale | |
0004b4e2d29a640ad12c | Saudi Arabia, Malaysia and other U.S. allies aren't doing enough to combat human trafficking, according to a State Department report, and the countries could face sanctions if they don't take steps to improve. | |
0004bbb61ee1162af6e5 | âCanvasâ is a movie that rings emotionally true, despite structural contrivances and dim, washed-out color. | |
0004cbd1adc79209148b | Bruce Ratner now spends his time trying to convince fans not to abandon a team that abandoned Kenyon Martin in a series of jumbled decisions last summer. | |
0004e948781ac95eca58 | Queensland Premier Peter Beattie is trying to convince Indian movie makers to shoot films in Australia. | |
0004f5cd29cde8e492d4 | The government should be stripped of its responsibility for training junior doctors in England, a report says. | |
00050585a62ae0a4cb2b | DETROIT -- United Auto Workers President Ron Gettelfinger reassured General Motors Corp. and Delphi Corp. retirees and workers Tuesday about the safety of their pensions and said the union would try to preserve the jobs bank that guarantees pay for laid-off workers. | |
00055e5916154ac2e995 | The lower house of Russian parliament has rejected a lawmaker's proposal to book Madonna a seat on a Russian flight to the international space station, news agencies reported Wednesday, a day after the singer's controversial concert in Moscow. | |
00055f965a4edc97b70d | A key General Assembly committee rejected Taiwan's bid to join the United Nations on Wednesday, the 15th straight year the island has been thwarted in its attempt to become a member of the world body. | |
000570dc8c5711ed71a8 | St. Paul Travelers Co., the second-largest business insurer in the United States, said Wednesday that it estimates losses from Hurricane Ivan to be about $94 million, and expects the losses to cut third-quarter earnings by about 14 cents per share. | |
00058d5a7df4743ad083 | The flawed humanity of his saints is the heart of Rembrandt's portraits as seen at the National Gallery of Art in Washington. | |
0005f4bde2200f78d9e0 | Kyle Boller displayed the poise and confidence of a maturing second-year quarterback in leading the Baltimore Ravens to their third straight victory. | |
00060403f264bf36460a | Questi i risultati delle gare giocate nel pomeriggio per l'ultima giornata della Liga spagnola: | |
00061ec8f46d3613ae7a | Lew Burdette, MVP of the 1957 World Series when he pitched the Milwaukee Braves to their only championship, dies in Winter Garden, Fla. He was 80. | |
000638cf205b5a3a49b3 | Small and mid-sized companies are optimistic about the U.S. economy's prospects in 2007 on the back of brisk first-quarter sales and increased revenue, according to a survey released on Tuesday. | |
0006431337026e044cba | Brett Favre looked like an old, beat-up quarterback as he limped back toward the Green Bay Packers' locker room after talking to reporters in the RCA Dome on Sunday evening. | |
00064f53962dabec4f26 | NASA chief Michael Griffin met with top Chinese space officials here and toured facilities during the first visit to China by a US space agency head. | |
000652d43537e04e9e4d | Formula Oneâs major car makers will press ahead with plans to launch a rival series âno later than 2008â, they revealed today. | |
00065c467cb1de894f5b | Mexican tycoon Carlos Slim promises to invest more in Nicaragua after meeting left-wing President Daniel Ortega. | |
000680203921abfc292e | Three days after a jury found Sun Microsystems (Quote, Chart) had infringed on Eastman Kodak patents, the two parties settled their lawsuit out of court. | |
00069ab23d8913c6862b | South Korea's LG Electronics Inc on Wednesday announced a broad management reshuffle, replacing its chief financial and chief technology officers, scores of vice presidents and creating a new post of chief procurement officer. | |
0006a14f60ebdf184ec4 | Colombia's government on Friday formally complained to Nicaragua after President Daniel Ortega, an ex-Marxist guerrilla, referred to a Colombian rebel commander as a brother. | |
0006a2510920bce1d3d7 | The UN says Italy has changed its mind and agreed to accept an asylum request from 13 Turkish Kurds. | |
0006ab01b8b08c447cba | An assault on the town of Sirba in Sudan's Darfur region earlier this month was apparently "a deliberate and unprovoked attack" by government forces against innocent civilians, a United Nations human rights official said Friday. | |
0006ac51c29fabacfa70 | U.S. Marine officers said Wednesday that U.S. and Iraqi troops sweeping Fallujah have uncovered enough weapons to fuel a nationwide rebellion and that clearing the former insurgent bastion of arms is holding up the return of civilians. | |
0006bb57399269be36df | The brain uses three steps to identify faces. By transforming the features of Margaret Thatcher into those of Marilyn Monroe, researchers have revealed hints about how our brains put a name to a face. | |
0006ca998b910bbd8efb | Linux publisher Red Hat Inc. said Tuesday that information-technology consulting firm Unisys Corp. will begin offering a business version of the company's open-source operating system on its servers. | |
0006d6a597808d768b2b | The US House has approved a $136 billion corporate tax cut package, but the measure faces hurdles to passage in the Senate. The overall bill is aimed at repealing a corporate | |
0006e0530dda1241d814 | Morgan Stanley has raised the biggest property fund ever, an $8 billion warchest aimed mainly at Asian markets including Japan, China and India. | |
00070b83633f6ece58eb | Russia's state arms exporter has filed a lawsuit against a businessman who said it was seeking to grab private assets, the latest salvo in what analysts have said is a turf war raging behind the scenes between Kremlin clans. | |
00070bede27ec52f9e66 | Tayshaun Prince's short jumper with 24.5 seconds left put Detroit ahead for good, sealing a victory over Philadelphia Saturday night. | |
00073031da439944be55 | A NATO soldier was killed and four wounded in a clash with insurgents in Afghanistan on Saturday, the alliance said in a statement. | |
00074b6ce6b3c9e1e318 | An independent inquiry into the loyalist murder of solicitor Pat Finucane (39) in 1989 is expected in the coming days following last week's conviction of one of his killers and a meeting on Saturday between Mr ... | |
00075a6de00ece310b75 | A World Health Organization initiative to provide 3 million HIV/AIDS patients with antiretroviral drugs by the end of 2005 will likely miss its target, said Director-General Dr. | |
0007715e91346dfcb0b0 | It's a week for schmoozing, networking and catching up, guys in NFL jackets and caps of all colors putting little things such as the Super Bowl aside for some pleasant chitchat with intense rivals. | |
00077e0a68f073e57ce4 | He had to change tires 11 times and once fell to the ground and spent the night in a ditch, but 65-year-old Russian Vladimir Ksenchak rolled undaunted into Madrid on Tuesday at the end of a 3,000-mile wheelchair trip. | |
000780241daff048dc4c | Members of Somalia's new transitional Parliament were sworn in Sunday, a key step toward establishing its first national government since 1991. | |
00078a61d85817d073ee | NEW YORK (Billboard) - Music Choice and Sprint are launching a music service that allows mobile phone users to view short videoclips and listen to radio-like programming on their handsets. |
End of preview. Expand in Data Studio
AGNews — Training, unified schema
A normalised copy of the dataset behind the mteb task AGNews, a retrieval training set built from sentence-transformers/agnews. Same queries, documents
and relevance judgements as the benchmark evaluates — reshaped into one strict schema shared by every dataset
in this collection.
| Source | sentence-transformers/agnews @ e8a1e3d19a3c (the revision pinned in mteb) |
| Domain · languages | news · eng |
| Queries / documents / qrels | 715,929 / 770,382 / 794,921 |
| Qrels per query | min 1 · mean 1.11 · max 162 |
| Score values | 1 ×794,921 |
| Layout | queries · corpus · qrels · hard-negatives · teacher-scores, split train |
| Splits | corpus: train · hard-negatives: train · qrels: train · queries: train · teacher-scores: train |
| Hard negatives | none yet — config present with 0 rows |
| Teacher scores | none yet — config present with 0 rows |
| Reading empty configs | datasets cannot return a 0-example split (load_dataset raises "corresponds to no data"); until rows exist, read the Parquet directly with pyarrow/polars/pandas. The schema is declared in the file and in configs: above |
| Ids | sha1(text)[:20]; identical texts collapse to one document (387,363 collapsed) |
| Pair recovery | 794,921 of 794,921 source pairs reconstructed from queries × qrels × corpus with byte-equal text |
| License | unspecified |
Schema
| config | columns | rules |
|---|---|---|
queries |
id: string, text: string |
ids unique and non-empty; every query has ≥ 1 qrel |
corpus |
id: string, title: string, text: string |
title is always present ("" when the source has none) |
qrels |
query-id: string, corpus-id: string, score: int32 |
referential integrity to both tables; no duplicate pairs; no floats |
hard-negatives |
query-id: string, corpus-id: string, rank: int32, source: string |
one row per mined negative; (query-id, corpus-id, source) unique; never a labelled positive of the same query |
teacher-scores |
query-id: string, corpus-id: string, teacher: string, score: float32 |
one row per scored pair (positives included); a row means scored — never a placeholder |
Files are Parquet, sorted by id, zstd-compressed, sharded at 500 MB. Every rule above is enforced by a validator
before publishing; provenance.json records the source file hashes, what changed, and the output file hashes.
What changed from the source
- byte-preserved all text — no whitespace, newline, or control-character normalisation
Load it
from datasets import load_dataset
queries = load_dataset("Hyukkyu/train-agnews", "queries", split="train")
corpus = load_dataset("Hyukkyu/train-agnews", "corpus", split="train")
qrels = load_dataset("Hyukkyu/train-agnews", "qrels", split="train")
License and attribution
The data is redistributed under the source's terms — unspecified. All credit belongs to the
original authors; see the source repository and the references in mteb's task metadata (https://huggingface.co/datasets/sentence-transformers/agnews).
This repository is an independent repackaging and is not affiliated with the RTEB or MTEB maintainers.
No license declared upstream. Neither the source repo nor its origin states redistribution terms. This copy is published for reproducibility of the RTEB benchmark only; check with the original authors before any other use.
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