hotchpotch/open-provence-reranker-xsmall-v1
Text Ranking • Updated • 117k • 1
id stringlengths 60 64 | query stringlengths 19 100 | texts listlengths 6 6 | context_spans listlengths 6 6 | context_spans_relevance listlengths 6 6 | labels listlengths 6 6 | teacher_scores.japanese-reranker-xsmall-v2 listlengths 6 6 | teacher_scores.japanese-reranker-base-v2 listlengths 6 6 | teacher_scores.gte-reranker-modernbert-base listlengths 6 6 | teacher_scores.ruri-v3-reranker-310m listlengths 6 6 | teacher_scores.bge-reranker-v2-m3 listlengths 6 6 |
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:0 | who r the knights of the round table | [
"Round Table The Round Table is King Arthur's famed table in the Arthurian legend, around which he and his Knights congregate. As its name suggests, it has no head, implying that everyone who sits there has equal status. The table was first described in 1155 by Wace, who relied on previous depictions of Arthur's fa... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:1 | who is the world's longest living person | [
"Oldest people According to this criterion, the longest human lifespan is that of Jeanne Calment of France (1875–1997), who lived to the age of 122 years, 164 days. She met Vincent van Gogh when she was 12 or 13.[1] She received news media attention in 1985, after turning 110. Subsequent investigation found docum... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:2 | who sings don't know what you got | [
"Don't Know What You Got (Till It's Gone) \"Don't Know What You Got (Till It's Gone)\" is a power ballad[2][3] written and performed by the glam metal band Cinderella, from their second album Long Cold Winter. Released in August 1988, it was their most successful single, peaking at number 12 on US Billboard Hot 100... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:3 | who played lily walsh on as the world turns | [
"Martha Byrne Mary Martha Byrne[1] (born December 23, 1969)[1] is an American actress, singer and television writer. She played the role of Lily Walsh Snyder on the soap opera As the World Turns from 1985 to 1989, then again from 1993 to 2008; as well as, from 2000 to 2003, Lily's twin sister, Rose D'Angelo. Byrne ... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:4 | where is the region of bir tawil located | [
"Bir Tawil Bir Tawil or Bi'r Tawīl (Egyptian Arabic: بير طويل Bīr Ṭawīl [biːɾ tˤɑˈwiːl] or بئر طويل Bi’r Ṭawīl, meaning \"tall water well\") is a 2,060 km2 (800 sq mi) area along the border between Egypt and Sudan, which is uninhabited and claimed by neither country. When spoken of in association with the neighbo... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:5 | what is humanism and how could it have been considered to have a lasting impact on europe | [
"Humanism Humanism is a philosophical and ethical stance that emphasizes the value and agency of human beings, individually and collectively, and generally prefers critical thinking and evidence (rationalism and empiricism) over acceptance of dogma or superstition. The meaning of the term humanism has fluctuated ac... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:6 | where is the hollywood sign located in california | [
"Hollywood Sign The Hollywood Sign (formerly the Hollywoodland Sign) is an American cultural icon and landmark located in Los Angeles, California. It is situated on Mount Lee, in the Hollywood Hills area of the Santa Monica Mountains. The sign overlooks Hollywood, Los Angeles.",
"Hollywood Walk of Fame The Hollyw... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:7 | who won america's next top model cycle 24 | [
"America's Next Top Model (cycle 24) The winner of the competition was 20 year-old Kyla Coleman from Lacey, Washington.[2]",
"America's Next Top Model (cycle 21) The winner of the competition was 26-year-old Keith Carlos from Bridgeport, Connecticut. He was the show's first male winner.",
"America's Next Top Mo... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:8 | when did ju ju on that beat come out | [
"Juju on That Beat (TZ Anthem) \"Juju on That Beat (TZ Anthem)\" (also known simply as \"Juju on That Beat\",[1] \"Juju on the Beat\"[2] and \"Juju on dat Beat\"[3]) is a song by American hip hop duo Zay Hilfigerrr & Zayion McCall. The song was originally posted to McCall's YouTube channel on July 8, 2016, as a tra... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:9 | who wins the asia's next top model cycle 5 | [
"Asia's Next Top Model (cycle 5) The winner of the competition was 18 year-old Maureen Wroblewitz, from the Philippines.[5]",
"America's Next Top Model (cycle 1) This was the only season to feature a cast of only 10 finalists. All later cycles have featured at least 12 finalists. The international destination for... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:10 | is there a book 14 in the series of unfortunate events | [
"A Series of Unfortunate Events A Series of Unfortunate Events is a series of thirteen children's novels by Lemony Snicket, the pen name of American author Daniel Handler. Although they are classified \"children's novels,\" the books often have a dark, mysterious feeling to them, so there is no maximum age. The boo... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:11 | who won the nbc world of dance 2017 | [
"World of Dance (TV series) Winner (BY .2): Les Twins (Average Score: 93.8)",
"Dancing with the Stars (U.S. season 22) On May 24, 2016, Nyle DiMarco and his partner Peta Murgatroyd were crowned champions; this was Murgatroyd's second win on the show, as she also won season 14 with Donald Driver. DiMarco is also t... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:12 | when did the earth's human population reach six billion | [
"World population There is no estimation for the exact day or month the world's population surpassed one or two billion. The points at which it reached three and four billion were not officially noted, but the International Database of the United States Census Bureau placed them in July 1959 and April 1974 respecti... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:13 | who is typically considered the auteur of a film | [
"Auteur An auteur (/oʊˈtɜːr/; French: [o.tœʁ], lit. 'author') is a singular artist who controls all aspects of a collaborative creative work, a person equivalent to the author of a novel or a play.[1] The term is commonly used to refer to film directors with a recognizable style or thematic preoccupation.[2]",
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:14 | where was o brother where out thou filmed | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:15 | who won the fifa world cup in 1994 | [
"1994 FIFA World Cup Brazil won the tournament after beating Italy 3–2 in a penalty shootout at the Rose Bowl in Pasadena, California near Los Angeles, after the game had ended 0–0 after extra time. It was the first World Cup final to be decided on penalties. The victory made Brazil the first nation to win four Wor... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:16 | who's the main character in guardians of the galaxy | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:17 | who commissioned the great pyramid of giza to be built | [
"Great Pyramid of Giza It is believed by Egyptologists that the pyramid was built as a tomb for Fourth Dynasty Egyptian pharaoh Khufu (often Hellenicised as \"Cheops\") and was constructed over a 20-year period. Khufu's vizier, Hemiunu (also called Hemon), is believed by some to be the architect of the Great Pyrami... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:18 | who took over the iranian embassy in london in 1980 | [
"Iranian Embassy siege The Iranian Embassy siege took place from 30 April to 5 May 1980, after a group of six armed men stormed the Iranian embassy in South Kensington, London. The gunmen, members of Arabs of KSA group campaigning for Arab national sovereignty in the southern Iranian region of Khuzestan Province, t... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:19 | who does piper end up with in charmed | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:20 | who founded the rock and roll hall of fame | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:21 | who did the voice of the great gazoo | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:22 | is the republic of korea known as north or south korea | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:23 | who do members of the house of representatives represent | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:24 | who sings a little dive bar in dahlonega | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:25 | who starred in the film singing in the rain | [
"Singin' in the Rain Singin' in the Rain is a 1952 American musical-romantic comedy film directed and choreographed by Gene Kelly and Stanley Donen, starring Kelly, Donald O'Connor, and Debbie Reynolds. It offers a lighthearted depiction of Hollywood in the late 1920s, with the three stars portraying performers cau... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:26 | what is the meaning of poonam in hindi | [
"Poonam Poonam (Hindi: पूनम) is a Hindu/Sanskrit Indian popular feminine given name, which means \"full moon\".",
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:27 | who sings the song it's a living thing | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:28 | where is sicily located on the world map | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:29 | what is the source of oxygen inside the plant during photosynthesis | [
"Photosynthesis Robert Hill thought that a complex of reactions consisting of an intermediate to cytochrome b6 (now a plastoquinone), another is from cytochrome f to a step in the carbohydrate-generating mechanisms. These are linked by plastoquinone, which does require energy to reduce cytochrome f for it is a suff... | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:30 | who starred in the movie same time next year | [
"Same Time, Next Year (film) Same Time, Next Year is a 1978 American romantic comedy-drama film directed by Robert Mulligan. The screenplay by Bernard Slade is based on his 1975 play of the same title. The film stars Alan Alda and Ellen Burstyn.",
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:31 | the motion of earth’s plates is driven by | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:32 | who is the actress that plays summer on the young and the restless | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:33 | what happens to ygritte in game of thrones books | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:34 | when was the first fridge invented and by whom | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:35 | where does the term pardon my french come from | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:36 | when did the song crimson and clover come out | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:37 | what type of aircraft is excluded from coverage under the chicago convention | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:38 | where was the waterfall scene in indiana jones filmed | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:40 | when did the samsung galaxy s8 come out | [
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tomaarsen_natural-questions-hard-negatives_triplet-5:train:41 | the original wireless network privacy and protection standard for wi-fi was known as | [
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End of preview. Expand in Data Studio
This dataset includes extracted hard negatives, along with relevance scores between questions and text spans, and reranker scores. It can be used for training models such as OpenProvence.
This dataset is based on https://huggingface.co/datasets/tomaarsen/natural-questions-hard-negatives and follows the license of the original Natural Questions dataset.
Available Subsets
Recommended: nodup_freq2 — 11,452 train / 967 validation / 957 test rows.
We start from the raw conversion, remove every example whose texts list still contained duplicated passages, then apply a passage-frequency sweep. The sweep keeps a passage in the training set only the first few times it appears across examples and drops it once we have seen that passage twice already (hence the “freq2” suffix). The result keeps all teacher-score columns but dramatically reduces copy-pasted passages. Use this configuration for most training runs unless you have a reason to prefer another slice.
default — 94,734 train / 967 validation / 957 test rows.
The full conversion of tomaarsen/natural-questions-hard-negatives after running add_context_spans_relevance.py plus teacher scoring with gte-reranker-modernbert-base, ruri-v3-reranker-310m, bge-reranker-v2-m3, and japanese-reranker-*. It maximises coverage but still contains plenty of duplicated passages within and across examples.
freq1 — 8,437 train / 967 validation / 957 test rows.
A lighter variant of default created with the same passage-frequency sweep but tightened so that each passage is only allowed to appear once in the training set. This keeps the teacher scores while producing a compact English-only slice with limited duplication—useful for quick experiments when GPU memory or runtime is tight.
posratio-0p5 — 7,975 train / 84 validation / 87 test rows.
A stratified sample of default where positives and hard negatives are balanced at roughly 50/50. Ideal for rapid ablations, threshold sweeps, or teaching demos where balanced labels matter more than sheer volume.
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