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0
who got the first nobel prize in physics?
[ { "docid": "628725", "rank": 1, "score": 18.330151081154185, "title": "\"Nobel Prize in Physics\"" }, { "docid": "628713", "rank": 2, "score": 18.161395612405947, "title": "\"Nobel Prize in Physics\"" }, { "docid": "49120", "rank": 3, "score": 15.222245083758228, "title": "\"Brown University\"" }, { "docid": "284497", "rank": 4, "score": 14.585726844741087, "title": "\"Nobel Prize\"" }, { "docid": "628717", "rank": 5, "score": 13.678024624044305, "title": "\"Nobel Prize in Physics\"" }, { "docid": "284489", "rank": 6, "score": 13.565060953657856, "title": "\"Nobel Prize\"" }, { "docid": "628721", "rank": 7, "score": 13.393067919452605, "title": "\"Nobel Prize in Physics\"" }, { "docid": "628716", "rank": 8, "score": 13.149601715184136, "title": "\"Nobel Prize in Physics\"" }, { "docid": "659165", "rank": 9, "score": 12.866848916481658, "title": "Odessa" }, { "docid": "284439", "rank": 10, "score": 12.35675535826063, "title": "\"Nobel Prize\"" } ]
1
when is the next deadpool movie being released?
[ { "docid": "168998", "rank": 1, "score": 10.91465892689034, "title": "Garfield" }, { "docid": "899066", "rank": 2, "score": 10.256622570954885, "title": "\"Snoop Dogg\"" }, { "docid": "812288", "rank": 3, "score": 9.565891663437956, "title": "\"Goof Troop\"" }, { "docid": "164420", "rank": 4, "score": 9.304992974189311, "title": "\"Gopher (protocol)\"" }, { "docid": "427707", "rank": 5, "score": 9.276492014184106, "title": "\"Champion of the Universe\"" }, { "docid": "150522", "rank": 6, "score": 9.191047451922458, "title": "\"George Orwell\"" }, { "docid": "836214", "rank": 7, "score": 8.54657231278019, "title": "\"Movie theater\"" }, { "docid": "420824", "rank": 8, "score": 7.725197767528294, "title": "\"The Princess Bride (film)\"" }, { "docid": "286928", "rank": 9, "score": 7.550125605330445, "title": "Neuromancer" }, { "docid": "115773", "rank": 10, "score": 7.25086881633244, "title": "\"Dubbing (filmmaking)\"" } ]
2
which mode is used for short wave broadcast service?
[ { "docid": "483706", "rank": 1, "score": 23.264317197477585, "title": "\"BBC World Service\"" }, { "docid": "483733", "rank": 2, "score": 21.434178611875616, "title": "\"BBC World Service\"" }, { "docid": "377817", "rank": 3, "score": 20.340492256903186, "title": "SMS" }, { "docid": "483724", "rank": 4, "score": 20.050481892410527, "title": "\"BBC World Service\"" }, { "docid": "443607", "rank": 5, "score": 19.617357052827238, "title": "\"Vatican City\"" }, { "docid": "991862", "rank": 6, "score": 19.55080885071493, "title": "\"International broadcasting\"" }, { "docid": "40850", "rank": 7, "score": 18.923226506842198, "title": "\"BBC Red Button\"" }, { "docid": "801511", "rank": 8, "score": 18.721285913147263, "title": "\"BBC Radio 4\"" }, { "docid": "329752", "rank": 9, "score": 18.400559304177698, "title": "\"Ping (networking utility)\"" }, { "docid": "520773", "rank": 10, "score": 18.351332078321192, "title": "\"Single-mode optical fiber\"" } ]
3
the south west wind blows across nigeria between?
[ { "docid": "85791", "rank": 1, "score": 16.607891502635766, "title": "\"Cape Town\"" }, { "docid": "864855", "rank": 2, "score": 15.187828417324727, "title": "Aude" }, { "docid": "283814", "rank": 3, "score": 14.646548812011432, "title": "\"Geography of Nigeria\"" }, { "docid": "283806", "rank": 4, "score": 13.306156833960241, "title": "\"Geography of Nigeria\"" }, { "docid": "283810", "rank": 5, "score": 12.407571553100611, "title": "\"Geography of Nigeria\"" }, { "docid": "943102", "rank": 6, "score": 12.146734784664952, "title": "\"Tāwhaki\"" }, { "docid": "995477", "rank": 7, "score": 11.385252421776165, "title": "\"Les Baux-de-Provence\"" }, { "docid": "283824", "rank": 8, "score": 10.981458191637719, "title": "\"Geography of Nigeria\"" }, { "docid": "283632", "rank": 9, "score": 10.970886069868756, "title": "Nigeria" }, { "docid": "76482", "rank": 10, "score": 10.904656135764196, "title": "\"Cornish language\"" } ]
4
what does hp mean in war and order?
[ { "docid": "319365", "rank": 1, "score": 13.303483007925465, "title": "\"Philosophical Investigations\"" }, { "docid": "118949", "rank": 2, "score": 12.54640886692388, "title": "\"Ethical non-naturalism\"" }, { "docid": "513012", "rank": 3, "score": 12.10470969875347, "title": "\"Haar measure\"" }, { "docid": "731847", "rank": 4, "score": 11.976270939049387, "title": "\"Mean time between failures\"" }, { "docid": "352334", "rank": 5, "score": 11.845983505810896, "title": "\"René Magritte\"" }, { "docid": "358054", "rank": 6, "score": 11.730254180690057, "title": "\"Søren Kierkegaard\"" }, { "docid": "708464", "rank": 7, "score": 11.590063077768686, "title": "Average" }, { "docid": "703994", "rank": 8, "score": 11.484969324762798, "title": "HP-GL" }, { "docid": "242660", "rank": 9, "score": 11.435784529287615, "title": "\"Light-emitting diode\"" }, { "docid": "333610", "rank": 10, "score": 11.101211843426837, "title": "\"North American P-51 Mustang\"" } ]
5
who wrote the first declaration of human rights?
[ { "docid": "434773", "rank": 1, "score": 8.224058667948626, "title": "\"Universal Declaration of Human Rights\"" }, { "docid": "182329", "rank": 2, "score": 8.077071102298767, "title": "\"Human rights\"" }, { "docid": "679778", "rank": 3, "score": 7.795918705132274, "title": "\"Nursultan Nazarbayev\"" }, { "docid": "526972", "rank": 4, "score": 7.777807113746141, "title": "\"Augusto Boal\"" }, { "docid": "573588", "rank": 5, "score": 7.720891674753021, "title": "\"Human Rights Watch\"" }, { "docid": "545371", "rank": 6, "score": 7.363661822162589, "title": "Concerto" }, { "docid": "160844", "rank": 7, "score": 7.259749129173041, "title": "\"Gustav Klimt\"" }, { "docid": "476328", "rank": 8, "score": 6.932829743045674, "title": "\"Civil and political rights\"" }, { "docid": "712808", "rank": 9, "score": 6.525109204991876, "title": "\"Lucy Maud Montgomery\"" }, { "docid": "434758", "rank": 10, "score": 6.441859611254134, "title": "\"Universal Declaration of Human Rights\"" } ]
6
who is the owner of reading football club?
[ { "docid": "332357", "rank": 1, "score": 15.727244493290545, "title": "\"Port Adelaide Football Club\"" }, { "docid": "931277", "rank": 2, "score": 12.51487047994336, "title": "Orpington" }, { "docid": "793069", "rank": 3, "score": 12.183475274289123, "title": "\"Culture of Sydney\"" }, { "docid": "336187", "rank": 4, "score": 11.939886648540675, "title": "\"Pelé\"" }, { "docid": "957549", "rank": 5, "score": 9.030997535853754, "title": "\"Melbourne Football Club\"" }, { "docid": "957550", "rank": 6, "score": 9.030997535853754, "title": "\"Melbourne Football Club\"" }, { "docid": "542553", "rank": 7, "score": 8.722725666094124, "title": "\"Reading, Berkshire\"" }, { "docid": "161583", "rank": 8, "score": 8.662416121618865, "title": "\"George Mason University\"" }, { "docid": "542551", "rank": 9, "score": 8.628901667529485, "title": "\"Reading, Berkshire\"" }, { "docid": "385750", "rank": 10, "score": 7.5369485029193966, "title": "Stuttering" } ]
7
when is the next scandal episode coming out?
[ { "docid": "989431", "rank": 1, "score": 9.863513230878716, "title": "\"Father Ted Crilly\"" }, { "docid": "796383", "rank": 2, "score": 9.812699872944991, "title": "\"Coming out\"" }, { "docid": "54273", "rank": 3, "score": 9.312101317140876, "title": "\"Bipolar disorder\"" }, { "docid": "861112", "rank": 4, "score": 8.827219344386716, "title": "\"Wilfredo Gómez\"" }, { "docid": "73103", "rank": 5, "score": 8.413228663203059, "title": "Cheers" }, { "docid": "76972", "rank": 6, "score": 8.077248723400482, "title": "\"Calvin Coolidge\"" }, { "docid": "208954", "rank": 7, "score": 7.368755490078189, "title": "\"Jean-Michel Basquiat\"" }, { "docid": "532849", "rank": 8, "score": 7.18389075075236, "title": "\"Firestar (Marvel Comics)\"" }, { "docid": "449382", "rank": 9, "score": 7.119816112779116, "title": "\"Virginia Woolf\"" }, { "docid": "702811", "rank": 10, "score": 7.079651393624659, "title": "\"Table of nuclides (combined)\"" } ]
8
when is the last time the philadelphia won the superbowl?
[ { "docid": "964319", "rank": 1, "score": 11.74004756316112, "title": "\"National Lacrosse League\"" }, { "docid": "378370", "rank": 2, "score": 8.108500932153824, "title": "\"Susan B. Anthony\"" }, { "docid": "921040", "rank": 3, "score": 8.001259833781015, "title": "\"Auglaize County, Ohio\"" }, { "docid": "715914", "rank": 4, "score": 7.897369236759754, "title": "\"John Wayne Gacy\"" }, { "docid": "733596", "rank": 5, "score": 7.897369236759754, "title": "\"Claude Rains\"" }, { "docid": "644858", "rank": 6, "score": 7.604434918574275, "title": "\"Louis Kahn\"" }, { "docid": "626674", "rank": 7, "score": 7.511938348279495, "title": "\"Bessie Smith\"" }, { "docid": "746751", "rank": 8, "score": 7.415096654233357, "title": "\"Patty Hearst\"" }, { "docid": "966666", "rank": 9, "score": 7.392053982875862, "title": "\"Ernie Kovacs\"" }, { "docid": "102350", "rank": 10, "score": 6.522431669578003, "title": "\"Doris Day\"" } ]
9
who was the first lady nominated member of the rajya sabha?
[ { "docid": "561916", "rank": 1, "score": 10.303149240091429, "title": "\"Emperor Go-Daigo\"" }, { "docid": "679370", "rank": 2, "score": 8.134781866960092, "title": "\"Sachin Tendulkar\"" }, { "docid": "544357", "rank": 3, "score": 7.511024277792678, "title": "\"Andie MacDowell\"" }, { "docid": "958161", "rank": 4, "score": 7.429054705128429, "title": "\"Member of parliament\"" }, { "docid": "861122", "rank": 5, "score": 7.205152948794708, "title": "\"Wilfredo Gómez\"" }, { "docid": "483415", "rank": 6, "score": 7.060762090145968, "title": "\"Traffic (2000 film)\"" }, { "docid": "239410", "rank": 7, "score": 6.953797318392209, "title": "Lesbian" }, { "docid": "561917", "rank": 8, "score": 6.337129925681071, "title": "\"Emperor Go-Daigo\"" }, { "docid": "137172", "rank": 9, "score": 5.787039139776675, "title": "\"Emperor Saga\"" }, { "docid": "137173", "rank": 10, "score": 5.734860130132765, "title": "\"Emperor Saga\"" } ]
10
what is the most current adobe flash player version?
[ { "docid": "281154", "rank": 1, "score": 29.547519404908368, "title": "\"Adobe Flash\"" }, { "docid": "281138", "rank": 2, "score": 27.17974988521243, "title": "\"Adobe Flash\"" }, { "docid": "281151", "rank": 3, "score": 26.756291587358184, "title": "\"Adobe Flash\"" }, { "docid": "281166", "rank": 4, "score": 26.446195702622905, "title": "\"Adobe Flash\"" }, { "docid": "281153", "rank": 5, "score": 26.285742358047045, "title": "\"Adobe Flash\"" }, { "docid": "281156", "rank": 6, "score": 26.00443639698736, "title": "\"Adobe Flash\"" }, { "docid": "19963", "rank": 7, "score": 25.90666781803749, "title": "\"Adobe Inc.\"" }, { "docid": "281112", "rank": 8, "score": 25.843962090111766, "title": "\"Adobe Flash\"" }, { "docid": "281171", "rank": 9, "score": 25.56493569020418, "title": "\"Adobe Flash\"" }, { "docid": "281155", "rank": 10, "score": 25.280738620108135, "title": "\"Adobe Flash\"" } ]
11
swan lake the sleeping beauty and the nutcracker are three famous ballets by?
[ { "docid": "324080", "rank": 1, "score": 20.031876089916942, "title": "\"Pyotr Ilyich Tchaikovsky\"" }, { "docid": "728185", "rank": 2, "score": 18.98932066468204, "title": "\"Vaslav Nijinsky\"" }, { "docid": "534349", "rank": 3, "score": 11.928448784800114, "title": "\"A Midsummer Night's Dream\"" }, { "docid": "939906", "rank": 4, "score": 9.662732144197864, "title": "\"Oakland County, Michigan\"" }, { "docid": "939901", "rank": 5, "score": 9.659442555735883, "title": "\"Oakland County, Michigan\"" }, { "docid": "939908", "rank": 6, "score": 9.659442555735883, "title": "\"Oakland County, Michigan\"" }, { "docid": "939904", "rank": 7, "score": 9.656155206332027, "title": "\"Oakland County, Michigan\"" }, { "docid": "939900", "rank": 8, "score": 9.644174101737805, "title": "\"Oakland County, Michigan\"" }, { "docid": "939899", "rank": 9, "score": 9.640760642868779, "title": "\"Oakland County, Michigan\"" }, { "docid": "939902", "rank": 10, "score": 9.640760642868779, "title": "\"Oakland County, Michigan\"" } ]
12
how many episodes are there in dragon ball z?
[ { "docid": "830169", "rank": 1, "score": 24.92433002922656, "title": "\"Dragon Ball (manga)\"" }, { "docid": "830167", "rank": 2, "score": 24.91886131836862, "title": "\"Dragon Ball (manga)\"" }, { "docid": "830134", "rank": 3, "score": 24.785115608436605, "title": "\"Dragon Ball (manga)\"" }, { "docid": "830135", "rank": 4, "score": 23.350198775717736, "title": "\"Dragon Ball (manga)\"" }, { "docid": "830165", "rank": 5, "score": 22.8260748778932, "title": "\"Dragon Ball (manga)\"" }, { "docid": "830166", "rank": 6, "score": 22.801754342883125, "title": "\"Dragon Ball (manga)\"" }, { "docid": "830195", "rank": 7, "score": 22.68205628415823, "title": "\"Dragon Ball (manga)\"" }, { "docid": "830186", "rank": 8, "score": 21.728409961955126, "title": "\"Dragon Ball (manga)\"" }, { "docid": "830170", "rank": 9, "score": 21.618907028302964, "title": "\"Dragon Ball (manga)\"" }, { "docid": "830190", "rank": 10, "score": 20.308687571731603, "title": "\"Dragon Ball (manga)\"" } ]
13
cast of law & order special victim unit?
[ { "docid": "193138", "rank": 1, "score": 18.27361294390549, "title": "Ice-T" }, { "docid": "676514", "rank": 2, "score": 14.112704687519315, "title": "\"Portuguese Armed Forces\"" }, { "docid": "835635", "rank": 3, "score": 13.49702034213561, "title": "\"Israeli special forces units\"" }, { "docid": "382298", "rank": 4, "score": 12.501882497665779, "title": "\"Sudanese Armed Forces\"" }, { "docid": "685780", "rank": 5, "score": 12.310597142940559, "title": "\"Tora! Tora! Tora!\"" }, { "docid": "655986", "rank": 6, "score": 12.229667639708527, "title": "Robbery" }, { "docid": "299541", "rank": 7, "score": 12.078111071671941, "title": "\"Organized crime\"" }, { "docid": "974622", "rank": 8, "score": 11.539352104338962, "title": "\"Carl Reiner\"" }, { "docid": "446319", "rank": 9, "score": 11.341525903215263, "title": "Victimology" }, { "docid": "914982", "rank": 10, "score": 11.315086079577927, "title": "\"Pickens County, South Carolina\"" } ]
14
who designed the garden city of new earswick?
[ { "docid": "818914", "rank": 1, "score": 10.631032876904412, "title": "\"Madison Square Garden\"" }, { "docid": "757434", "rank": 2, "score": 7.570256772108591, "title": "\"Robin Givens\"" }, { "docid": "529839", "rank": 3, "score": 6.1584436505884526, "title": "\"Grace Kelly\"" }, { "docid": "836095", "rank": 4, "score": 5.935742029148351, "title": "\"Disney Channel\"" }, { "docid": "549899", "rank": 5, "score": 5.919138071287318, "title": "\"Thomas Hardy\"" }, { "docid": "29453", "rank": 6, "score": 5.7615338352666985, "title": "\"American Airlines\"" }, { "docid": "29452", "rank": 7, "score": 5.7452890537208, "title": "\"American Airlines\"" }, { "docid": "29455", "rank": 8, "score": 5.729135619713455, "title": "\"American Airlines\"" }, { "docid": "649629", "rank": 9, "score": 5.665420120503769, "title": "\"Military aircraft\"" }, { "docid": "524770", "rank": 10, "score": 5.091600284659378, "title": "Garden" } ]
15
what is the first step in the evolution of the eye?
[ { "docid": "700583", "rank": 1, "score": 4.358685798064839, "title": "\"Columbine High School massacre\"" }, { "docid": "888818", "rank": 2, "score": 4.33484633691834, "title": "\"Tony Hawk\"" }, { "docid": "859263", "rank": 3, "score": 3.1879388798626525, "title": "Otello" }, { "docid": "743530", "rank": 4, "score": 3.1621566330577635, "title": "\"Maria Callas\"" }, { "docid": "513709", "rank": 5, "score": 2.971947201755003, "title": "\"Richard M. Daley\"" }, { "docid": "163609", "rank": 6, "score": 2.077728477303228, "title": "Grits" }, { "docid": "15042", "rank": 7, "score": 2.0446360468334457, "title": "Autism" }, { "docid": "983080", "rank": 8, "score": 1.607644729016874, "title": "Belief" }, { "docid": "99937", "rank": 9, "score": 1.6061377732663267, "title": "\"David Lynch\"" }, { "docid": "655412", "rank": 10, "score": 1.6061377732663267, "title": "\"Andrew Lloyd Webber\"" } ]
16
where is the tv show the curse of oak island filmed?
[ { "docid": "329115", "rank": 1, "score": 7.134057843104207, "title": "Profanity" }, { "docid": "918071", "rank": 2, "score": 7.111144648912301, "title": "\"Eric Cartman\"" }, { "docid": "373084", "rank": 3, "score": 6.745961547001812, "title": "Seychelles" }, { "docid": "314836", "rank": 4, "score": 6.503687230858899, "title": "\"Paracel Islands\"" }, { "docid": "974453", "rank": 5, "score": 6.4448967317300205, "title": "\"Calvert DeForest\"" }, { "docid": "17776", "rank": 6, "score": 6.419433501220065, "title": "\"Arnold Schwarzenegger\"" }, { "docid": "404577", "rank": 7, "score": 6.366737330177054, "title": "\"Sacramento, California\"" }, { "docid": "86450", "rank": 8, "score": 6.1266051096949425, "title": "Cat" }, { "docid": "825618", "rank": 9, "score": 6.085989863169662, "title": "\"Quercus palustris\"" }, { "docid": "413475", "rank": 10, "score": 5.888128549557394, "title": "\"Tom Waits\"" } ]
17
where is gall bladder situated in human body?
[ { "docid": "621268", "rank": 1, "score": 22.64061835860403, "title": "Iridology" }, { "docid": "441493", "rank": 2, "score": 21.52383099408988, "title": "\"Urinary bladder\"" }, { "docid": "441503", "rank": 3, "score": 17.520712780754973, "title": "\"Urinary bladder\"" }, { "docid": "662889", "rank": 4, "score": 17.182789828069136, "title": "\"Urinary system\"" }, { "docid": "445861", "rank": 5, "score": 16.86537793782079, "title": "\"Vietnamese cuisine\"" }, { "docid": "441494", "rank": 6, "score": 16.84946523371883, "title": "\"Urinary bladder\"" }, { "docid": "227404", "rank": 7, "score": 16.619334847945893, "title": "Kurds" }, { "docid": "406001", "rank": 8, "score": 16.283922812793612, "title": "Technetium" }, { "docid": "510305", "rank": 9, "score": 15.871267767469252, "title": "Stomach" }, { "docid": "441511", "rank": 10, "score": 15.869495375252352, "title": "\"Urinary bladder\"" } ]
18
who is the current director of the us mint?
[ { "docid": "897560", "rank": 1, "score": 9.50594195104215, "title": "\"Jean-Claude Van Damme\"" }, { "docid": "250999", "rank": 2, "score": 9.122267856293718, "title": "Mentha" }, { "docid": "164420", "rank": 3, "score": 7.381683892875927, "title": "\"Gopher (protocol)\"" }, { "docid": "555592", "rank": 4, "score": 6.837261698384923, "title": "Campania" }, { "docid": "990135", "rank": 5, "score": 6.285294434295118, "title": "\"George Abbott\"" }, { "docid": "483415", "rank": 6, "score": 6.234119478393855, "title": "\"Traffic (2000 film)\"" }, { "docid": "253809", "rank": 7, "score": 6.119963729757651, "title": "\"Economy of Malawi\"" }, { "docid": "652244", "rank": 8, "score": 6.109755196023105, "title": "\"Eddie Murphy\"" }, { "docid": "475997", "rank": 9, "score": 5.780031553369189, "title": "\"Indonesian language\"" }, { "docid": "826380", "rank": 10, "score": 5.601599053561672, "title": "Hutterites" } ]
19
who was named african footballer of the year 2014?
[ { "docid": "538556", "rank": 1, "score": 11.52909447207026, "title": "\"Paul Kelly (footballer)\"" }, { "docid": "534510", "rank": 2, "score": 9.205980110341418, "title": "\"Alex Ferguson\"" }, { "docid": "248511", "rank": 3, "score": 6.538027778353213, "title": "\"Leonardo da Vinci\"" }, { "docid": "931048", "rank": 4, "score": 6.342421062873251, "title": "\"Mitcham, London\"" }, { "docid": "551950", "rank": 5, "score": 6.240164693696697, "title": "\"Strom Thurmond\"" }, { "docid": "864044", "rank": 6, "score": 5.392471188806188, "title": "\"Caguas, Puerto Rico\"" }, { "docid": "861122", "rank": 7, "score": 5.051937172367417, "title": "\"Wilfredo Gómez\"" }, { "docid": "838809", "rank": 8, "score": 4.9829258205401175, "title": "\"Míchel (footballer)\"" }, { "docid": "310946", "rank": 9, "score": 4.870465537345476, "title": "\"Radio Free Albemuth\"" }, { "docid": "668456", "rank": 10, "score": 4.40499030929594, "title": "Obesity" } ]
YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)

in_context_nq_bm25

BM25 기반 검색 결과 데이터셋입니다. Natural Questions (NQ) 쿼리에 대한 BM25 기반 문서 검색 결과를 포함합니다.

데이터셋 정보

  • 크기: 20개 쿼리 × 10개 상위 검색 결과
  • 검색 알고리즘: BM25
  • 코퍼스: Wikipedia (1M 문서 샘플)
  • 형식: HuggingFace Dataset

데이터 구조

각 예제는 다음 필드를 포함합니다:

{
  "qid": "0",
  "question": "who got the first nobel prize in physics?",
  "retrieved": [
    {
      "rank": 1,
      "docid": "628725",
      "score": 18.330151081154185,
      "title": "Nobel Prize in Physics"
    },
    ...
  ]
}

필드 설명

  • qid (str): 쿼리 ID
  • question (str): 자연어 질문
  • retrieved (list): 검색된 문서 목록 (상위 10개)
    • rank (int): 순위 (1-10)
    • docid (str): 문서 ID
    • score (float): BM25 스코어
    • title (str): 문서 제목

사용법 

from datasets import load_dataset

# 데이터셋 로드
dataset = load_dataset("SKIML-ICL/in_context_nq_bm25")

# 첫 번째 예제 접근
example = dataset["train"][0]
print(example["question"])
print(f"검색 결과: {len(example['retrieved'])}개")

# 모든 쿼리 반복
for item in dataset["train"]:
    query = item["question"]
    top_result = item["retrieved"][0]
    print(f"Q: {query}")
    print(f"Top: {top_result['title']} (score: {top_result['score']:.2f})")

BM25 파라미터

  • k1: 1.2 (용어 빈도 포화도)
  • k2: 0.0 (쿼리 빈도 파라미터)
  • b: 0.75 (문서 길이 정규화)

생성 방법

이 데이터셋은 다음 과정으로 생성되었습니다:

  1. SKIML-ICL/incontext_nq_v2 데이터셋에서 20개 쿼리 샘플
  2. Streaming BM25 인덱서로 Wikipedia 1M 문서 샘플 인덱싱
  3. 각 쿼리에 대해 상위 10개 문서 검색
  4. JSONL 형식으로 결과 저장 후 HuggingFace Dataset으로 변환

저장소 정보

실행 환경

  • Python 3.8+
  • datasets>=4.0.0
  • huggingface_hub

설치 

pip install datasets huggingface_hub

관련 프로젝트

추가 정보

이 데이터셋은 정보 검색(IR) 연구 및 평가에 사용될 수 있습니다.

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