paraphrase-MiniLM-L3-v2-93dataset-v2labels

quantisan/paraphrase-MiniLM-L3-v2-93dataset-v2labels

paraphrase-MiniLM-L3-v2-93dataset-v2labels 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 12, 2024
Updated: Oct 12, 2024
SHA: 74568365

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: 53 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
Integer	<ul><li>'quality: 5, 6, 7, 4, 8, 3'</li><li>'trunk: 11, 12, 16, 20, 21, 10, 17, 13, 9, 7, 8, 22, 18, 15, 23, 14, 6, 5'</li><li>'Completions: 589, 112, 114, 199, 156, 239, 451, 187, 252, 395, 682, 1, 1228, 93, 315, 150, 80, 92, 233, 406'</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>'Nation: Afghanistan, Albania, Algeria, Andorra, Angola, Antigua and Barbuda, Argentina, Armenia, Australia, Austria, Azerbaijan, The Bahamas, Bahrain, Bangladesh, Barbados, Belarus, Belgium, Belize, Benin, Bhutan'</li></ul>
License Plate	<ul><li>'plate: AZIZ714, BATBOX1, BBOMBS, BEACHY1, BLK PWR5, BOT TAK, CHERIPI, CIO FTW, DAVES88, DMOBGFY, DOITFKR, EGGPUTT, F DIABDZ, FJ 666, FKK OFF, FKN BLAK, FLT ATCK, F LUPUS, HVNNHEL, H8DES'</li></ul>
Date	<ul><li>'Incident.Date.Full: 2015/01/02, 2015/01/03, 2015/01/04, 2015/01/05, 2015/01/06, 2015/01/07, 2015/01/08, 2015/01/09, 2015/01/11, 2015/01/13, 2015/01/14, 2015/01/15, 2015/01/16, 2015/01/17, 2015/01/18, 2015/01/19, 2015/01/20, 2015/01/21, 2015/01/22, 2015/01/23'</li><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>'week_ended: 2021-08-28, 2021-08-21, 2021-08-14, 2021-08-07, 2021-07-31, 2021-07-24, 2021-07-17, 2021-07-10, 2021-07-03, 2021-06-26, 2021-06-19, 2021-06-12, 2021-06-05, 2021-05-29, 2021-05-22, 2021-05-15, 2021-05-08, 2021-05-01, 2021-04-24, 2021-04-17'</li></ul>
Latitude	<ul><li>'Latitude: 48,87217700, 48,85543800, 48,87416100, 48,87322500, 48,87422500, 48,84189000, 48,86617200, 48,87112100, 48,86552200, 48,87623100, 48,85609000, 48,85642700, 48,86853300, 48,87465400, 48,86995000, 48,85654000, 48,87022000, 48,86962600, 48,85663200, 48,83476200'</li><li>'Latitude: 50.17, 45.775, 42.17, 38.87, 43.25, 42.6, 41.73, 40.827, 40.821, 40.73, 39.48, 38.789, 38.638, 38.49, 38.404, 37.748, 37.1, 36.77, 39.284, 37.615'</li><li>'lat: 83.92115933668057, 89.53277415300325, 85.37696959908148, 85.44622332365381, 84.28538158324413, 87.96664079539569, 86.11414393337242, 85.43864590316868, 87.65474214915454, 81.67725407101064, 90.47817498708324, 89.87993043195812, 81.56791356025577, 88.48808747114165, 89.3843538611984, 87.5218603199103, 83.99238693700401, 82.50195719071465, 85.84865551792468, 87.92121711225418'</li></ul>
Month Number	<ul><li>'bibliography.publication.month: 6, 11, 3, 8, 1, 10, 7, 2, 4, 5, 9, 12'</li><li>'Date.Month: 8, 3, 4, 5, 6, 7, 9, 10, 11, 12, 1, 2'</li><li>'Incident.Date.Month: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12'</li></ul>
Floating Point Number	<ul><li>'femwhite: 6262128.0, 6785226.0, 6960988.0, 6879090.0, 6388969.0, 6655571.0, 7328058.0, 8487223.0, 8634083.0, 7955003.0, 7190359.0, 5691567.0, 4653172.0, 4286302.0, 4240992.0, 3833722.0, 2764852.0'</li><li>'Total Population MOE Appx: 93589.07647025918, 97743.48311569727, 102875.52676728423, 100180.67827181323, 91225.48461689966, 84927.02484353623, 74086.5329139754, 64054.081534081255, 58510.64119755533, 49482.37049442148, 50209.88701800759, 34985.37698863254, 35444.72186612619, 31511.029844047032, 25723.46796958681, 26258.43669569568, 23366.799224435217, 18833.469882408906, 17592.145498006077, 15373.85201819406'</li><li>'chlorides: 0.076, 0.098, 0.092, 0.075, 0.069, 0.065, 0.073, 0.071, 0.097, 0.089, 0.114, 0.176, 0.17, 0.368, 0.086, 0.341, 0.077, 0.082, 0.106, 0.084'</li></ul>
Time	<ul><li>'STOP_FRISK_TIME: 14:26:00, 11:10:00, 11:35:00, 13:20:00, 21:25:00, 20:00:00, 19:58:00, 13:15:00, 8:16:00, 18:44:00, 22:30:00, 4:45:00, 18:30:00, 0:00:00, 9:58:00, 11:15:00, 13:00:00, 8:00:00, 14:57:00, 4:15:00'</li></ul>
Place	<ul><li>'Show.Theatre: Booth, Broadway, Ethel Barrymore, Palace, Belasco, Gershwin, Minskoff, Circle In The Square, Virginia, Criterion, Vivian Beaumont, Winter Garden, Plymouth, Richard Rodgers, Golden, Broadhurst, Imperial, Walter Kerr, St. James, Ambassador'</li></ul>
Full Name	<ul><li>'Person.Name: Tim Elliot, Lewis Lee Lembke, John Paul Quintero, Matthew Hoffman, Michael Rodriguez, Kenneth Joe Brown, Kenneth Arnold Buck, Brock Nichols, Autumn Steele, Leslie Sapp III, Patrick Wetter, Ron Sneed, Hashim Hanif Ibn Abdul-Rasheed, Nicholas Ryan Brickman, Omarr Julian Maximillian Jackson, Loren Simpson, James Dudley Barker, Artago Damon Howard, Thomas Hamby, Jimmy Foreman'</li><li>'sponsor_candidate: None, Vern Buchanan, Joyce Ann Elliott, Xochitl Torres Small, Desiree Tims, Morris Durham Davis, John Katko, Stephen Daniel, Nancy Mace, Alaina Shearer, Wesley Hunt, Scott Perry, J.D. Scholten, Jim Bognet, Angie Craig, Brynne S. Kennedy, Young Kim, Ammar Campa-Najjar, Donna E. Shalala, Jennifer T. Wexton'</li><li>'candidate_name: Abigail A. Spanberger, Nicholas J. Freitas, Kara Eastman, Don Bacon, Tyler Schaeffer, Jill Schupp, Ann Wagner, Martin Schulte, Dana Balter, John Katko, Steve Williams, Christina Hale, Victoria Spartz, Kenneth Tucker, Joyce Ann Elliott, French Hill, Jared Forrest Golden, Dale John Crafts, Marie Newman, Mike Fricilone'</li></ul>
U.S. State Abbreviation	<ul><li>'Incident.Location.State: WA, OR, KS, CA, CO, OK, AZ, IA, PA, TX, OH, LA, MT, UT, AR, IL, NV, NM, MN, MO'</li><li>'state2: AL, AK, AZ, AR, CA, CO, CT, DE, FL, GA, HI, ID, IL, IN, IA, KS, KY, LA, ME, MD'</li><li>'State: AK, AL, AR, AZ, CA, CO, CT, DC, DE, FL, GA, HI, IA, ID, IL, IN, KS, KY, LA, MA'</li></ul>
Price	<ul><li>'Income Range: $0 - $30,000, $30,001 - $48,000, $48,001 - $75,000, $75,001 - $110,000, $110,000+'</li></ul>
U.S. State	<ul><li>'state: Alabama, Alaska, Arizona, Arkansas, California, Colorado, Connecticut, Delaware, Florida, Georgia, Hawaii, Idaho, Illinois, Indiana, Iowa, Kansas, Kentucky, Louisiana, Maine, Maryland'</li><li>'Geography: United States, Iowa, Michigan, Minnesota, North Dakota, South Dakota, Wisconsin, Minneapolis-St. Paul-Bloomington, MN-WI'</li><li>'state: None, Florida, Iowa, Pennsylvania, Nevada, Georgia, South Carolina, Nebraska CD-2, Montana, Maine, Maine CD-2, Maine CD-1, Arizona, North Carolina, Texas, Wyoming, West Virginia, Wisconsin, Washington, Vermont'</li></ul>
Gender	<ul><li>"Gender: Men's, Women's"</li><li>'sex: Male, Female'</li><li>'gender: Female, Male'</li></ul>
Longitude	<ul><li>'long: -73.9561344937861, -73.9570437717691, -73.9768311751004, -73.9757249834141, -73.9593126695714, -73.9565700386162, -73.9719735582476, -73.9602609920814, -73.9770718586754, -73.9596413903948, -73.9702676472613, -73.9683613516225, -73.9541201789795, -73.9582694312289, -73.9674285955293, -73.9722500196844, -73.9695063535333, -73.9532170504865, -73.9768603630674, -73.9706105896967'</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><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></ul>
URL	<ul><li>'metadata.url: https://www.gutenberg.org/ebooks/1342, https://www.gutenberg.org/ebooks/1952, https://www.gutenberg.org/ebooks/11, https://www.gutenberg.org/ebooks/84, https://www.gutenberg.org/ebooks/5200, https://www.gutenberg.org/ebooks/76, https://www.gutenberg.org/ebooks/844, https://www.gutenberg.org/ebooks/74, https://www.gutenberg.org/ebooks/23, https://www.gutenberg.org/ebooks/2542, https://www.gutenberg.org/ebooks/2701, https://www.gutenberg.org/ebooks/1661, https://www.gutenberg.org/ebooks/1400, https://www.gutenberg.org/ebooks/4300, https://www.gutenberg.org/ebooks/98, https://www.gutenberg.org/ebooks/1080, https://www.gutenberg.org/ebooks/345, https://www.gutenberg.org/ebooks/1232, https://www.gutenberg.org/ebooks/174, https://www.gutenberg.org/ebooks/2600'</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>'data.url: http://www.tate.org.uk/art/artworks/abakanowicz-backs-t12981, http://www.tate.org.uk/art/artworks/abbey-illustration-to-judith-shakespeare-n03992, http://www.tate.org.uk/art/artworks/abbott-tri-boro-barber-shop-p13100, http://www.tate.org.uk/art/artworks/abbott-portrait-of-the-engraver-francesco-bartolozzi-t01067, http://www.tate.org.uk/art/artworks/abrahams-lady-in-niche-t03369, http://www.tate.org.uk/art/artworks/absalon-assassinations-t07227, http://www.tate.org.uk/art/artworks/abts-zebe-t13592, http://www.tate.org.uk/art/artworks/acconci-transference-zone-t13178, http://www.tate.org.uk/art/artworks/ackling-five-sunsets-in-one-hour-t03562, http://www.tate.org.uk/art/artworks/ackroyd-cartmel-fell-p77815, http://www.tate.org.uk/art/artworks/adam-composition-river-in-a-gorge-t09843, http://www.tate.org.uk/art/artworks/adams-winters-sleep-n01838, http://www.tate.org.uk/art/artworks/adams-christs-cross-and-adams-tree-t05820, http://www.tate.org.uk/art/artworks/adams-space-construction-with-a-spiral-t07034, http://www.tate.org.uk/art/artworks/adeney-toy-sailing-boats-the-round-pond-n04568, http://www.tate.org.uk/art/artworks/adler-the-mutilated-t00372, http://www.tate.org.uk/art/artworks/adshead-the-cruise-t07229, http://www.tate.org.uk/art/artworks/adzak-cut-bottle-relief-t00875, http://www.tate.org.uk/art/artworks/afro-the-struggle-t00017, http://www.tate.org.uk/art/artworks/agar-figures-in-a-garden-t06749'</li></ul>
Day of Week	<ul><li>'day: Sun, Sat, Thur, Fri'</li><li>'DAY2: Monday, Wednesday, Tuesday, Friday, Saturday, Thursday, Sunday'</li></ul>
Slug	<ul><li>'Slug Geography: united-states, virginia'</li><li>'Slug University: doctoral-universities, associates-colleges-high-transfer-high-traditional, doctoral-universities-highest-research-activity, doctoral-universities-higher-research-activity, doctoral-universities-moderate-research-activity, masters-colleges-universities-larger-programs, not-applicable-not-in-carnegie-universe-not-accredited-or-nondegree-granting'</li><li>'Slug CIP: liberal-arts-sciences'</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>'date: 2001-01-02 00:00:00, 2001-01-03 00:00:00, 2001-01-04 00:00:00, 2001-01-05 00:00:00, 2001-01-08 00:00:00, 2001-01-09 00:00:00, 2001-01-10 00:00:00, 2001-01-11 00:00:00, 2001-01-12 00:00:00, 2001-01-16 00:00:00, 2001-01-17 00:00:00, 2001-01-18 00:00:00, 2001-01-19 00:00:00, 2001-01-22 00:00:00, 2001-01-23 00:00:00, 2001-01-24 00:00:00, 2001-01-25 00:00:00, 2001-01-26 00:00:00, 2001-01-29 00:00:00, 2001-01-30 00:00:00'</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>
Coordinate	<ul><li>'lat_long: POINT (-73.9561344937861 40.7940823884086), POINT (-73.9570437717691 40.794850940803904), POINT (-73.9768311751004 40.76671780725581), POINT (-73.9757249834141 40.7697032606755), POINT (-73.9593126695714 40.797533370163), POINT (-73.9565700386162 40.7902561000937), POINT (-73.9719735582476 40.7693045133578), POINT (-73.9602609920814 40.79428830455661), POINT (-73.9770718586754 40.7729752391435), POINT (-73.9596413903948 40.7903128889029), POINT (-73.9702676472613 40.7762126854894), POINT (-73.9683613516225 40.7725908847499), POINT (-73.9541201789795 40.7931811701082), POINT (-73.9582694312289 40.7917367820255), POINT (-73.9674285955293 40.7829723919744), POINT (-73.9722500196844 40.7742879599026), POINT (-73.9695063535333 40.7823507678183), POINT (-73.9532170504865 40.7919669739962), POINT (-73.9768603630674 40.7702795904962), POINT (-73.9706105896967 40.7698124821507)'</li></ul>
Likert scale	<ul><li>'Procedure.Hip Knee.Quality: Average, Unknown, Better, Worse'</li><li>'Rating.Experience: Below, Same, None, Above'</li><li>'Procedure.Heart Failure.Quality: Average, Worse, Unknown, Better'</li></ul>
Categorical	<ul><li>'species: setosa, versicolor, virginica'</li><li>'stage: general'</li><li>'color: E, I, J, H, F, G, D'</li></ul>
Secondary Address	<ul><li>'STOP_LOCATION_APARTMENT: (null), 2, 7, 4TH, 2FL, ROOF, ROOF T, BASEME, LOBBY, 17TH, 2 FLOO, 12, 1701, HALLWA, 1E, 5D, SIDEWA, FRONT, 12C, None'</li></ul>
Year	<ul><li>'Year: 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979'</li><li>'Year: 2020, 2019, 2018, 2017, 2016, 2015, 2014, 2013'</li><li>'Date.Year: 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009'</li></ul>
Zip Code	<ul><li>'zip_codes: nan, 12081.0, 10090.0, 12423.0, 12420.0'</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>'recipient_zip: 995084442, 99503, 995163436, 352124572, 35216, 35976, 358021277, 352174710, 35203, 35233, 35805, 72716, 72201, 72035, 72015, 72223, 72019, 72113, 72758, 72227'</li></ul>
Region	<ul><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>'Region: Mediterranean and Western Asia, Africa and Red Sea, Middle East and Indian Ocean, New Zealand to Fiji, Melanesia and Australia, Indonesia, Philippines and SE Asia, Japan, Taiwan, Marianas, Kuril Islands, Kamchatka and Mainland Asia, Alaska, Canada and Western USA, Hawaii and Pacific Ocean, México and Central America, South America, West Indies, Iceland and Arctic Ocean, Atlantic Ocean, Antarctica'</li><li>'region: South, West, NE, N Cntrl'</li></ul>
AM/PM	<ul><li>'shift: PM, AM'</li></ul>
Race/Ethnicity	<ul><li>'Person.Race: Asian, White, Hispanic, African American, Other, Unknown, Native American'</li><li>'SUSPECT_RACE_DESCRIPTION: (null), WHITE, BLACK HISPANIC, BLACK, WHITE HISPANIC, ASIAN/PAC.ISL, AMER IND, MALE'</li><li>'race: black, white, other'</li></ul>
Street Name	<ul><li>'STOP_LOCATION_STREET_NAME: GREENWICH STREET, WALL STREET, GREENE STREET, WEST BROADWAY, WEST STREET, CHAMBERS STREET, CORTLANDT STREET, FULTON STREET, CLIFF STREET, SPRING STREET, CEDAR STREET, LIBERTY STREET, BARCLAY STREET, BATTERY PLACE, MERCER STREET, BROADWAY, SOUTH STREET, THOMPSON STREET, JAY STREET, CHURCH STREET'</li><li>"Adresse: Adventureland, 10 Place d'Ariane, Fantasyland, None, Disneyland Paris, Unnamed Road, Discoveryland, 3 Rue de la Galmy, Boulevard du Grand Fossé, Liaison Douce, 24 Town Square, Les Pléiades, Frontierland, 5 Cours du Danube, Rue du Bœuf Agile, Avenue René Goscinny, 1998 Rue Georges Méliès, Boulevard du Parc, Town Square, Avenue Paul Séramy"</li></ul>

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

Task: Text Classification
Library: setfit
Type: bert
Created: Oct 12, 2024
Updated: Oct 12, 2024