paraphrase-MiniLM-L3-v2-93dataset

quantisan/paraphrase-MiniLM-L3-v2-93dataset

paraphrase-MiniLM-L3-v2-93dataset is a text classification model from quantisan. Use it when you need a label for a piece of text. It is set up for setfit.

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-MiniLM-L3-v2 as the Sentence Transformer embedding model. A LogisticRegression instance is used…

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At a glance

Task: Text Classification
Library: setfit
Model type: bert
Access: Public
Created: Oct 9, 2024
Updated: Oct 11, 2024
SHA: 92f05aca

Try a prompt

Base models

sentence-transformers/paraphrase-MiniLM-L3-v2

Model card

From the Hugging Face model README

SetFit with sentence-transformers/paraphrase-MiniLM-L3-v2

The model has been trained using an efficient few-shot learning technique that involves:

Fine-tuning a Sentence Transformer with contrastive learning.
Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

Model Type: SetFit
Sentence Transformer body: sentence-transformers/paraphrase-MiniLM-L3-v2
Classification head: a LogisticRegression instance
Maximum Sequence Length: 128 tokens
Number of Classes: 39 classes

Model Sources

Repository: SetFit on GitHub
Paper: Efficient Few-Shot Learning Without Prompts
Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
Month Number	<ul><li>'Incident.Date.Month: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12'</li><li>'bibliography.publication.month: 6, 11, 3, 8, 1, 10, 7, 2, 4, 5, 9, 12'</li><li>'mp_month: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12'</li></ul>
Date	<ul><li>'end_date: 12/20/22, 12/19/22, 12/15/22, 12/14/22, 12/13/22, 12/12/22, 12/11/22, 12/7/22, 12/6/22, 12/5/22, 12/4/22, 12/2/22, 11/29/22, 11/22/22, 11/21/22, 11/20/22, 11/19/22, 11/17/22, 11/15/22, 11/14/22'</li><li>'STOP_FRISK_DATE: 1/16/2017, 2/8/2017, 2/20/2017, 2/21/2017, 2/17/2017, 2/25/2017, 3/3/2017, 3/16/2017, 3/31/2017, 4/2/2017, 4/4/2017, 3/24/2017, 4/6/2017, 4/18/2017, 5/6/2017, 5/10/2017, 5/17/2017, 5/7/2017, 5/24/2017, 6/8/2017'</li><li>'start_date: 10/31/20, 10/30/20, 10/29/20, 10/27/20, 10/23/20, 10/28/20, 10/26/20, 10/24/20, 10/8/20, 10/22/20, 10/19/20, 10/21/20, 10/11/20, 10/20/20, 10/16/20, 10/18/20, 10/15/20, 10/12/20, 10/13/20, 10/14/20'</li></ul>
Categorical	<ul><li>'STOP_LOCATION_PATROL_BORO_NAME: PBMS, (nul, 986, 5 AV, PBMN, PBBX, 238, 233, 1011, 237, PBBS, 991, 154, PBBN, PBQN, PBQS, 183, 1022, 1025, 220'</li><li>'Subregion: Western Europe, Italy, Greece, Turkey, Western Asia, Africa (northeastern) and Red Sea, Africa (eastern), Africa (central), Africa (western), Africa (northern), Middle East (western), Middle East (southern), Middle East (eastern), Indian Ocean (western), Indian Ocean (southern), New Zealand, Kermadec Islands, Tonga Islands, Samoan and Wallis Islands, Fiji Islands'</li><li>'Procedure.Heart Attack.Quality: Average, Unknown, Worse, Better'</li></ul>
Year	<ul><li>'Year: 1998, 1997, 1996, 1995, 1993, 1994'</li><li>'cycle: 2020'</li><li>'metadata.acquisition date: 2009, 1924, 2010, 1968, 1982, 1997, 2012, 1983, 1996, 1900, 1990, 1995, 1931, 1960, 1966, 1955, 1993, 1979, 2001, 2011'</li></ul>
Longitude	<ul><li>'Longitude: 2,77228900, 2,77461100, 2,77370600, 2,77423900, 2,77654400, 2,79937600, 2,78064700, 2,77697400, 2,78928200, 2,78032200, 2,77731200, 2,77121300, 2,77167600, 2,78236500, 2,76694300, 2,77139500, 2,76872200, 2,76741500, 2,77156700, 2,82065100'</li><li>'long: 40.65531753386127, 35.52146509142811, 41.04610174058556, 37.25718863973695, 37.73038191275334, 38.78755702518432, 36.31538469187874, 38.3542649521305, 40.33741738725765, 36.831052736369664, 37.39711396680899, 38.28297641253209, 40.25037415629944, 39.12501528359793, 40.179108531876246, 38.165405118101205, 40.28234452941448, 37.1590112746327, 40.08056518798263, 38.45329795732872'</li><li>'Longitude: 6.85, 2.97, 2.53, -4.02, 10.87, 11.93, 12.7, 14.139, 14.426, 13.897, 14.83, 15.213, 15.064, 14.933, 14.962, 14.999, 12.02, 14.399, 23.336, 24.439'</li></ul>
Floating Point Number	<ul><li>'ins_premium: 784.55, 1053.48, 899.47, 827.34, 878.41, 835.5, 1068.73, 1137.87, 1273.89, 1160.13, 913.15, 861.18, 641.96, 803.11, 710.46, 649.06, 780.45, 872.51, 1281.55, 661.88'</li><li>'Data.Vitamins.Vitamin B12: 0.05, 0.56, 0.54, 0.36, 0.61, 0.38, 0.55, 0.58, 0.22, 0.37, 0.46, 0.3, 0.07, 0.5, 0.35, 0.16, 0.24, 0.44, 0.29, 0.85'</li><li>'Average Wage Appx MOE: 103382.66673939777, 116573.18275172487, 108787.21048470394, 118363.44825256945, 100311.98088082067, 27560.471912039546, 27835.56534877041, 27020.999829170632, 100720.90656498625, 26279.88466481348, 26033.491463487928, 25918.56067562003, 25523.8518942556, 68486.51231657575, 98614.90773401306, 63965.94799270596, 59979.385203569575, 67171.5207463371, 84156.83712285856, 76854.95603440655'</li></ul>
Slug	<ul><li>'Slug Geography: united-states, iowa, michigan, minnesota, north-dakota, south-dakota, wisconsin, minneapolis-st-paul-bloomington-mn-wi'</li><li>'Slug Detailed Occupation: physicians, physicians-surgeons, lawyers-judges-magistrates-other-judicial-workers, medical-health-services-managers, chief-executives-legislators, veterinarians, social-community-service-managers, securities-commodities-financial-services-sales-agents, petroleum-mining-geological-engineers-including-mining-safety-engineers, economists, miscellaneous-social-scientists-including-survey-researchers-sociologists, natural-sciences-managers, geoscientists-and-hydrologists-except-geographers, detectives-criminal-investigators, judicial-law-clerks, other-psychologists, architectural-engineering-managers, education-administrators, astronomers-physicists, public-relations-and-fundraising-managers'</li><li>'Slug Geography: united-states, arizona, california, nevada, oregon, los-angeles-long-beach-anaheim-ca, riverside-san-bernardino-ontario-ca, san-diego-carlsbad-ca, san-francisco-oakland-hayward-ca'</li></ul>
U.S. State Abbreviation	<ul><li>'State: AK, AL, AR, AZ, CA, CO, CT, DC, DE, FL, GA, HI, IA, ID, IL, IN, KS, KY, LA, MA'</li><li>'abbrev: AL, AK, AZ, AR, CA, CO, CT, DE, DC, FL, GA, HI, ID, IL, IN, IA, KS, KY, LA, ME'</li><li>'Facility.State: AL, AK, AZ, AR, CA, CO, CT, DE, DC, FL, GA, HI, ID, IL, IN, IA, KS, KY, LA, ME'</li></ul>
Month Name	<ul><li>'Month: JAN, FEB, MAR, APR, MAY, JUN, JUL, AUG, SEP, OCT, NOV, DEC'</li><li>'MONTH2: January, February, March, April, May, June, July, August, September, October, November, December'</li><li>'MONTH2: January, February, March, April, May, June, July, August, September, October, November, December'</li></ul>
Day of Month	<ul><li>'bibliography.publication.day: 1, 17, 16, 20, 29, 10, 14, 11, 9, 18, 19, 22, 25, 15, 6, 28, 27, 2, 12, 21'</li><li>'Date.Day: 26, 24, 31, 7, 14, 21, 28, 5, 12, 19, 2, 9, 16, 23, 30, 4, 11, 18, 25, 1'</li><li>'bibliography.publication.day: 1, 17, 16, 20, 29, 10, 14, 11, 9, 18, 19, 22, 25, 15, 6, 28, 27, 2, 12, 21'</li></ul>
Currency Code	<ul><li>'cur_name: AFN, DZD, AOA, ARS, AMD, AZN, BDT, INR, BYR, XOF, BTN, BOB, BIF, KHR, XAF, CVE, CNY, COP, USD, CDF'</li></ul>
Last Name	<ul><li>'answer: Spanberger, Freitas, Eastman, Bacon, Schaeffer, Schupp, Wagner, Schulte, Balter, Katko, Williams, Hale, Spartz, Tucker, Elliott, Hill, Golden, Crafts, Newman, Fricilone'</li><li>'candidat: Bush, Perot, Clinton'</li></ul>
Timestamp	<ul><li>'Modification: 26/06/2022 13:31:22, 12/04/2018 15:31:20, 26/06/2022 13:30:09, 26/06/2022 13:30:02, 26/06/2022 13:30:31, 26/06/2022 11:27:12, 26/06/2022 13:30:39, 28/10/2018 00:10:20, 12/04/2018 15:31:19, 26/06/2022 11:26:39, 12/07/2022 09:46:24, 12/04/2018 15:31:18, 21/10/2022 13:07:41, 21/10/2022 13:07:50, 16/09/2020 10:36:33, 26/06/2022 15:36:44, 24/07/2022 09:14:31, 12/04/2018 15:31:17, 26/06/2022 15:36:38, 12/07/2022 09:45:04'</li><li>'created_at: 12/21/22 09:28, 12/21/22 12:52, 12/16/22 18:27, 12/16/22 21:10, 12/14/22 10:39, 12/14/22 08:22, 12/15/22 18:31, 12/14/22 14:13, 12/13/22 09:36, 12/14/22 08:23, 12/14/22 15:40, 12/15/22 09:40, 12/7/22 10:47, 12/7/22 08:17, 12/7/22 17:56, 12/15/22 09:50, 11/30/22 09:25, 11/23/22 08:46, 12/1/22 09:39, 12/5/22 08:29'</li><li>'created_at: 12/30/20 12:29, 11/2/20 21:26, 11/2/20 22:16, 11/2/20 21:32, 11/2/20 22:01, 11/2/20 22:18, 11/2/20 22:26, 11/2/20 23:31, 11/2/20 21:49, 10/31/20 17:22, 11/1/20 14:39, 11/2/20 08:22, 10/29/20 14:16, 10/31/20 08:36, 10/29/20 11:08, 10/29/20 09:00, 10/29/20 16:13, 10/29/20 16:14, 10/30/20 15:45, 10/28/20 09:24'</li></ul>
Day of Week	<ul><li>'DAY2: Monday, Wednesday, Tuesday, Friday, Saturday, Thursday, Sunday'</li><li>'DAY2: Monday, Wednesday, Tuesday, Friday, Saturday, Thursday, Sunday'</li><li>'day: Sun, Sat, Thur, Fri'</li></ul>
Integer	<ul><li>'RF: 91.0, 92.0, 88.0, nan, 87.0, 81.0, 84.0, 70.0, 85.0, 83.0, 55.0, 86.0, 66.0, 62.0, 69.0, 82.0, 76.0, 77.0, 79.0, 68.0'</li><li>'GK diving: 7.0, 6.0, 9.0, 27.0, 91.0, 15.0, 90.0, 11.0, 10.0, 5.0, 85.0, 13.0, 3.0, 89.0, 84.0, 14.0, 2.0, 88.0, 12.0, 4.0'</li><li>'Household Income by Race Moe: 128.0, 286.0, 270.0, 445.0, 390.0, 315.0, 496.0, 734.0, 791.0, 135.0, 266.0, 231.99999999999997, 409.0, 304.0, 326.0, 488.0, 723.0, 531.0, 140.0, 275.0'</li></ul>
Street Address	<ul><li>'STOP_LOCATION_FULL_ADDRESS: 180 GREENWICH STREET, WALL STREET && BROADWAY, 75 GREENE STREET, 429 WEST BROADWAY, WEST STREET && CHAMBERS STREET, CHAMBERS STREET && WEST BROADWAY, CORTLANDT STREET && CHURCH STREET, 111 FULTON STREET, 25 CLIFF STREET, SPRING STREET && AVENUE OF THE AMERICAS, 130 CEDAR STREET, 225 LIBERTY STREET, BARCLAY STREET && WEST STREET, 153 GREENWICH STREET, BATTERY PLACE && STATE STREET, MERCER STREET && BROOME STREET, WEST STREET && CANAL STREET, BROADWAY && PRINCE STREET, WEST BROADWAY && AVENUE OF THE AMERICAS, 3 SOUTH STREET'</li><li>'STOP_LOCATION_FULL_ADDRESS: 180 GREENWICH STREET, WALL STREET && BROADWAY, 75 GREENE STREET, 429 WEST BROADWAY, WEST STREET && CHAMBERS STREET, CHAMBERS STREET && WEST BROADWAY, CORTLANDT STREET && CHURCH STREET, 111 FULTON STREET, 25 CLIFF STREET, SPRING STREET && AVENUE OF THE AMERICAS, 130 CEDAR STREET, 225 LIBERTY STREET, BARCLAY STREET && WEST STREET, 153 GREENWICH STREET, BATTERY PLACE && STATE STREET, MERCER STREET && BROOME STREET, WEST STREET && CANAL STREET, BROADWAY && PRINCE STREET, WEST BROADWAY && AVENUE OF THE AMERICAS, 3 SOUTH STREET'</li><li>'STOP_LOCATION_FULL_ADDRESS: 180 GREENWICH STREET, WALL STREET && BROADWAY, 75 GREENE STREET, 429 WEST BROADWAY, WEST STREET && CHAMBERS STREET, CHAMBERS STREET && WEST BROADWAY, CORTLANDT STREET && CHURCH STREET, 111 FULTON STREET, 25 CLIFF STREET, SPRING STREET && AVENUE OF THE AMERICAS, 130 CEDAR STREET, 225 LIBERTY STREET, BARCLAY STREET && WEST STREET, 153 GREENWICH STREET, BATTERY PLACE && STATE STREET, MERCER STREET && BROOME STREET, WEST STREET && CANAL STREET, BROADWAY && PRINCE STREET, WEST BROADWAY && AVENUE OF THE AMERICAS, 3 SOUTH STREET'</li></ul>
URL	<ul><li>'Flag: https://cdn.sofifa.org/flags/38.png, https://cdn.sofifa.org/flags/52.png, https://cdn.sofifa.org/flags/54.png, https://cdn.sofifa.org/flags/60.png, https://cdn.sofifa.org/flags/21.png, https://cdn.sofifa.org/flags/37.png, https://cdn.sofifa.org/flags/45.png, https://cdn.sofifa.org/flags/7.png, https://cdn.sofifa.org/flags/55.png, https://cdn.sofifa.org/flags/10.png, https://cdn.sofifa.org/flags/50.png, https://cdn.sofifa.org/flags/27.png, https://cdn.sofifa.org/flags/44.png, https://cdn.sofifa.org/flags/18.png, https://cdn.sofifa.org/flags/115.png, https://cdn.sofifa.org/flags/46.png, https://cdn.sofifa.org/flags/34.png, https://cdn.sofifa.org/flags/13.png, https://cdn.sofifa.org/flags/43.png, https://cdn.sofifa.org/flags/14.png'</li><li>'Club Logo: https://cdn.sofifa.org/24/18/teams/243.png, https://cdn.sofifa.org/24/18/teams/241.png, https://cdn.sofifa.org/24/18/teams/73.png, https://cdn.sofifa.org/24/18/teams/21.png, https://cdn.sofifa.org/24/18/teams/11.png, https://cdn.sofifa.org/24/18/teams/5.png, https://cdn.sofifa.org/24/18/teams/45.png, https://cdn.sofifa.org/24/18/teams/10.png, https://cdn.sofifa.org/24/18/teams/1.png, https://cdn.sofifa.org/24/18/teams/240.png, https://cdn.sofifa.org/24/18/teams/22.png, https://cdn.sofifa.org/24/18/teams/47.png, https://cdn.sofifa.org/24/18/teams/18.png, https://cdn.sofifa.org/24/18/teams/48.png, https://cdn.sofifa.org/24/18/teams/44.png, https://cdn.sofifa.org/24/18/teams/9.png, https://cdn.sofifa.org/24/18/teams/52.png, https://cdn.sofifa.org/24/18/teams/327.png, https://cdn.sofifa.org/24/18/teams/69.png, https://cdn.sofifa.org/24/18/teams/32.png'</li><li>'url: https://github.com/optimus-forecasting-and-polling/0ptimus-SC-VA7-November-2020/blob/main/virginia_cd_7_poll_toplines_tl_31_october_2020.pdf, https://projects.fivethirtyeight.com/polls/20201102_NE_UNLV.pdf, https://docs.google.com/spreadsheets/d/157HttGCHSc-6qx_hAWLg_KCrggbAUCbatOXH3WipShI/edit#gid=0, https://docs.google.com/spreadsheets/d/1RQaEpV6kT3qV2b5P2B_AQgnS2CAJdgJaioH_10hO4qU/edit#gid=1652054673, https://docs.google.com/spreadsheets/d/1sSzvXk5e3hpqSJiYtKN95Bm3VInlB_XtlWV8JQ57780/edit#gid=0, https://docs.google.com/spreadsheets/d/1iWSrZDo1yUpPUkqXffKUsO4w-lGKqhxb5aQGG-fU1Dw/edit#gid=1692435149, https://docs.google.com/spreadsheets/d/19LDCjGkae7_DJHp2KMN79Uq0aukFrQRibJLDjriTMqY/edit#gid=1236548106, https://docs.google.com/spreadsheets/d/1eBWQtr-cx1ECGu-dsFcF_VdhnFfyRPd3qz3zcTmhdFY/edit#gid=1166077921, https://projects.fivethirtyeight.com/polls/20201104_IL3_Victory.pdf, https://projects.fivethirtyeight.com/polls/20201104_IL6_Victory.pdf, https://projects.fivethirtyeight.com/polls/20201104_IL17_Victory.pdf, https://docs.google.com/spreadsheets/d/1C_aw1txi2S5CeUze-vC6TR28M5k0n0RcBGGRUlQEpDQ/edit#gid=2044611796, https://docs.google.com/spreadsheets/d/1RLsioeQZMNIHBeH1xo3nCGherCVpenMxoUxXGKaHUqw/edit#gid=1882933718, https://emersonpolling.reportablenews.com/pr/super-poll-sunday-pregame-polls-show-midwest-shift-for-biden-in-wisconsin-nebraska-s-2nd-district-and-vigo-county-indiana, https://outlook.office.com/mail/inbox/id/AAQkADg2MDVmMmNjLTRhYmUtNDA2NC04NzUzLWZlNWIxZGRkYmM3NQAQAO1Uc%2BZbJvFIsCShNRkrNvQ%3D, https://www.telemundopr.com/noticias/puerto-rico/https-www-telemundopr-com-noticias-puerto-rico-voto-2020-la-encuesta-final-elecciones-2020-puerto-rico-2143435-2/2143435/, https://314action.org/wp-content/uploads/2020/10/NCCD9Results1-1.pdf, https://www.abqjournal.com/1512949/extremely-close-race-for-2nd-congressional-district-ex-pollster-notes-race-between-torres-small-and-herrell-comes-down-to-turnout.html, http://stpetepolls.org/files/StPetePolls_2020_CD13GEN_October28_EH39F.pdf, https://www.scribd.com/document/482078454/Alaska-October-28-2020#from_embed'</li></ul>
U.S. State	<ul><li>'Geography: Arizona, California, Nevada, Oregon'</li><li>'State: Alabama, Alaska, Arizona, Arkansas, California, Colorado, Connecticut, Delaware, District of Columbia, Florida, Georgia, Hawaii, Idaho, Illinois, Indiana, Iowa, Kansas, Kentucky, Louisiana, Maine'</li><li>'Slug Geography: california'</li></ul>
Zip Code	<ul><li>'recipient_zip: 995084442, 99503, 995163436, 352124572, 35216, 35976, 358021277, 352174710, 35203, 35233, 35805, 72716, 72201, 72035, 72015, 72223, 72019, 72113, 72758, 72227'</li><li>'STOP_LOCATION_ZIP_CODE: (null), 20292, AVENUE, 5 AVEN, 10019, 22768, 10035, 10026, 10128, 24231, 10030, 10039, 23874, 11213, 11233, 100652, 10451, 23543, 100745, PROSPE'</li><li>'zip_codes: nan, 12081.0, 10090.0, 12423.0, 12420.0'</li></ul>
Country Name	<ul><li>'Nationality: Portugal, Argentina, Brazil, Uruguay, Germany, Poland, Spain, Belgium, Chile, Croatia, Wales, Italy, Slovenia, France, Gabon, Sweden, Netherlands, Denmark, Slovakia, England'</li><li>'adm0_name: Afghanistan, Algeria, Angola, Argentina, Armenia, Azerbaijan, Bangladesh, Bassas da India, Belarus, Benin, Bhutan, Bolivia, Burkina Faso, Burundi, Cambodia, Cameroon, Cape Verde, Central African Republic, Chad, China'</li><li>'Geography: United States'</li></ul>
Boolean	<ul><li>'ranked_choice_reallocated: False, True'</li><li>'wealth.how.was founder: True'</li><li>'internal: False'</li></ul>
Short text	<ul><li>'agestr: Under 5, 5 to 9, 10 to 14, 15 to 19, 20 to 24, 25 to 29, 30 to 34, 35 to 39, 40 to 44, 45 to 49, 50 to 54, 55 to 59, 60 to 64, 65 to 69, 70 to 74, 75 to 79, 80 to 84'</li><li>"Show.Name: Tru, Miss Saigon, A Streetcar Named Desire 92, The Sisters Rosensweig, Beauty And The Beast, A Little More Magic, Broken Glass, Show Boat, Sunset Boulevard, The Shadow Box, Uncle Vanya, Smokey Joe'S Cafe, Having Our Say, Hamlet 95, The Rose Tattoo, A Month In The Country, Arcadia, Cats, Chronicle Of A Death Foretold, How To Succeed In Business Without Really Trying"</li><li>'Club: Real Madrid CF, FC Barcelona, Paris Saint-Germain, FC Bayern Munich, Manchester United, Chelsea, Juventus, Manchester City, Arsenal, Atlético Madrid, Borussia Dortmund, Milan, Tottenham Hotspur, Napoli, Inter, Liverpool, Roma, Beşiktaş JK, AS Monaco, Bayer 04 Leverkusen'</li></ul>
Occupation	<ul><li>'Detailed Occupation: Other managers, Cashiers, Retail salespersons, Driver/sales workers & truck drivers, Registered nurses'</li><li>'Detailed Occupation: Physicians, Physicians & surgeons, Lawyers, & judges, magistrates, & other judicial workers, Medical & health services managers, Chief executives & legislators, Veterinarians, Social & community service managers, Securities, commodities, & financial services sales agents, Petroleum, mining & geological engineers, including mining safety engineers, Economists, Miscellaneous social scientists, including survey researchers & sociologists, Natural sciences managers, Geoscientists and hydrologists, except geographers, Detectives & criminal investigators, Judicial law clerks, Other psychologists, Architectural & engineering managers, Education administrators, Astronomers & physicists, Public relations and fundraising managers'</li><li>'occupation: Operatives, Craftsmen, Sales, Other, Managers/admin, Professional/technical, Clerical/unskilled, Laborers, Transport, Service, nan, Household workers, Farm laborers, Farmers'</li></ul>

The model card is truncated. Read the rest on Hugging Face.

Task: Text Classification
Library: setfit
Type: bert
Created: Oct 9, 2024
Updated: Oct 11, 2024