setfit-fine-tuned-demo-class

svorwerk/setfit-fine-tuned-demo-class

setfit-fine-tuned-demo-class is a text classification model from svorwerk. 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/all-mpnet-base-v2 as the Sentence Transformer embedding model. A SetFitHead instance is used for classifica…

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At a glance

Task: Text Classification
Library: setfit
Model type: mpnet
Access: Public
Created: Jan 27, 2024
Updated: Jan 27, 2024
SHA: 05c36734

Try a prompt

Base models

sentence-transformers/all-mpnet-base-v2

Model card

From the Hugging Face model README

SetFit with sentence-transformers/all-mpnet-base-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/all-mpnet-base-v2
Classification head: a SetFitHead instance
Maximum Sequence Length: 384 tokens
Number of Classes: 15 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
2	<ul><li>'FLSA STATUS DESCR: Exempt; Non-Exempt; nan'</li><li>'Pay Rate Type: Hourly; Hourly Salary; Hourly/Salary; Salaried; Salary; nan'</li><li>'Employee Level: Executive; Exempt professional; Non-exempt professional; Supervisor/Manager; nan'</li></ul>
3	<ul><li>'Is Manager<HIDE>: N; Y; nan'</li><li>'Job Level Name: Architect and Lead/Principal Individual Contributor; Architect and¬†Lead/Principal¬†Individual Contributor; Associate/Intern; Chief Architect/Technical Fellow; Chief Operating Officer; Director; EVP; Fellow and Chief Architect; Group President/Sr EVP; Individual Contributor; People Manager/Sr Mgr; President and CEO; SVP; Senior Individual Contributor; Senior Lead/Principal Architect; Sr EVP Chief Financial Officer; Supervisor; Vice President/Counsel/Controller; nan'</li><li>'Is Manager: 0; 1; N; No; Y; Yes; nan'</li></ul>
5	<ul><li>'Function/MAG: nan'</li><li>'Functional Pipeline: Communications; Corporate & Government Affairs; Corporate Services; Data Analytics; Design; Digital; Finance; General Management; Human Resources; Legal; Logistics & Services; Manufacturing & Sourcing; Marketing; Merchandising; Product Creation; Product Management; Program/Process Excellence; Retail; Sales; Sports Marketing; Strategic Planning; Technology; Unassigned; Unknown; nan'</li><li>'JobClassDescription: ACCOUNTANTS - DEGREED; ADMINISTRATIVE SUPPORT; AIDES/ORDERLIES; CLERICAL OFFICE SUPPORT; CLINICAL SUPPORT; DRIVERS; EMPLOYED PHYSICIANS; HOME HEALTH CARE - AIDES; HOME HEALTH CARE - LVN; HOME HEALTH CARE - RN; LICENSED REGISTERED NURSES; LICENSED VOCATIONAL/PRACTICAL NURSES; MANAGERS; NON-PHYSICIAN MEDICAL PRACTITIONERS; OTHER PHYSICIANS; PHYSICIAN PRACTICE - LVN; PHYSICIAN PRACTICE - RN; Physicians (With Benefits); SUPERVISORS; SUPPORT SERVICES PATIENT CARE; TECHNICAL SUPPORT; TECHNICIANS; TECHNOLOGISTS/THERAPISTS; nan'</li></ul>
10	<ul><li>'Corp State: Alabama; Arizona; California; Colorado; Connecticut; Delaware; District of Columbia; Florida; Georgia; Idaho; Illinois; Indiana; Iowa; Is ; Kansas; Kentucky; Louisiana; Maine; Maryland; Massachusetts; Michigan; Milan; Minnesota; Mississippi; Missouri; Montana; Nebraska; Nevada; New Hampshire; New Jersey; New Mexico; New York; North Carolina; Ohio; Oklahoma; Oregon; Pennsylvania; Rhode Island; South Carolina; South Dakota; Tennessee; Texas; Turin; Utah; Virginia; Washington; West Virginia; Wisconsin; nan'</li><li>"location__stateprovince: ??mm?n; Aargau; Agrigento; Aguascalientes; Aichi; Alabama; Alaska; Alberta; Alessandria; Alexandria; Aosta; Arizona; Arkansas; Auckland; Baden-Wurttemberg; Bangkok; Bari; Bavaria; Beijing; Bergamo; Bologna; Brescia; British Columbia; Buenos Aires; Busan; Cagliari; California; Canterbury; Caserta; Catania; Cebu; Central Singapore; Changhua County; Chiayi City; Ciudad de Mexico; Coahuila; Colorado; Como; Connecticut; Cortes; Delaware; District of Columbia; Distrito Federal; Dubai; Estado de M√©xico; Ferrara; Firenze; Florida; Fujian; Fukuoka; Genova; Georgia; Gifu; Graubunden; Guanajuato; Guangdong; Guatemala; Haryana; Hawaii; Hawke's Bay; Hiroshima; Ho Chi Minh; Hokkaido; Hong Kong Island; Hsinchu City; Hubei; Ibaraki; Idaho; Ilan County; Illinois; Indiana; Iowa; Ishikawa; Jakarta Raya; Jalisco; Jiangsu; Johor; Kanagawa; Kansas; Kaohsiung City; Karnataka; Kentucky; Kowloon; Lecce; Liaoning; Livorno; Louisiana; Maharashtra; Maine; Managua; Manitoba; Maryland; Massachusetts; Melaka; Messina; Miaoli County; Michigan; Milano; Minnesota; Mississippi; Missouri; Montana; Monza e Brianza; Morelos; Nagano; Napoli; Nebraska; Nevada; New Hampshire; New Jersey; New Mexico; New South Wales; New Taipei City; New Territories; New York; Newfoundland and Labrador; North Carolina; North Dakota; North Rhine-Westphalia; Nova Scotia; Novara; Nuevo Le√≥n; Ohio; Oklahoma; Ontario; Oregon; Osaka; Otago; PG_Asia_CHN_01; PG_Asia_HKG_01; PI CHE - VF International; Padova; Pahang; Panam√°; Parma; Pennsylvania; Phnom Penh; Piacenza; Pingtung County; Puebla; Puerto Rico; Pulau Pinang (Penang); Quebec; Quer√©taro; Quintana Roo; Rhode Island; Roma; Saitama; Salary; San Jose; San Salvador; Santiago; Saskatchewan; Selangor; Seoul; Shandong; Shanghai; Shanxi; Shizuoka; Sichuan; South Carolina; S√£o Paulo; Tabasco; Taichung City; Tainan City; Taipei City; Tamil Nadu; Taoyuan City; Tennessee; Texas; Tianjin; Ticino; Tochigi; Tokyo; Torino; Toyama; Treviso; Trieste; Utah; Varese; Venezia; Veracruz; Vermont; Verona; Vicenza; Victoria; Virginia; Washington; Wellington; West Virginia; Wilayah Persekutuan Kuala Lumpur; Wilayah Persekutuan Putrajaya; Wisconsin; Wyoming; Yucat√°n; Zhejiang; nan"</li><li>'Home State
12	<ul><li>'Tenure Category: 0 - 3 Months; 10 - 12 Months; 10 - 15 Years; 13 - 28 Months; 15 - 20 Years; 19 - 24 Months; 2 - 3 Years; 20+ Years; 3 - 5 Years; 4 - 6 Months; 5 - 10 Years; 7 - 9 Months; nan'</li><li>'Tenure with the Company: 0-3 months; 1-2 years; 11-15 years; 16-20 years; 21-25 years; 26-30 years; 3-5 years; 31 years or more; 4-6 months; 6-10 years; 7-12 months; nan'</li><li>'TENURE - Hire: 1 - 2 years; 11 - 15 years; 16 - 20 years; 3 - 5 years; 6 - 10 years; Less than 1 year; More than 20 years; nan'</li></ul>
6	<ul><li>'Location (Geographic): Argentina; Australia; Brazil; Canada; Canada - Living Sounds; China; China - Beijing; China - Suzhou; China, Beijing; China, Suzhou; Colombia; Dubai; France; Germany; Hungary; India; Israel; Italy; Japan; Kenya; Korea; Malaysia; Mexico, Matamoros; Mexico, Mexico City; New Zealand; Norway; Peru; Phillipines; Poland; Prefer not to answer; Romania; Singapore; United Kingdom; United States; nan'</li><li>'Country Name: Australia; Belgium; Brazil; Canada; Colombia; Costa Rica; France; India; Ireland; Italy; Luxembourg; Mexico; Netherlands; New Zealand; Philippines; Poland; Puerto Rico; Singapore; Spain; United Kingdom; United States of America; nan'</li><li>'Operating Company: MHPS-EDE; nan'</li></ul>
9	<ul><li>"HR Site Group<HIDE>: 84 SOUTH HEALTH CENTER; ACL LABS; ADVOCATE MEDICAL GROUP; AMC Bay Area; AMC GRAFTON; AMC KENOSHA; AMC MANITOWOC COUNTY; AMC OSHKOSH; AMC SUMMIT; AMC WASHINGTON COUNTY; AMG CONTACT CENTER; APP; AURORA BAYCARE MEDICAL CENTER; AURORA CLINICAL CONTACT CENTER; AURORA LAKELAND MEDICAL CENTER; AURORA MEMORIAL HOSPITAL OF BURLINGTON; AURORA PSYCH/BEHAVIORAL HEALTH; Aurora Health Care Medical Group : GBMM; Aurora Health Care Medical Group : GMNSC; Aurora Health Care Medical Group : GMS; Aurora Health Care Medical Group : OFDL; Aurora Health Care Medical Group : OTHER; Aurora Health Care Medical Group : RKL; Aurora Health Care Medical Group : SCWNWC; Aurora Health Care Medical Group : WJ; BROMENN MEDICAL CENTER/EUREKA; CHRIST MEDICAL CENTER; CONDELL MEDICAL CENTER; CORPORATE; Children's Hospital; GOOD SAMARITAN HOSPITAL; GOOD SHEPHERD HOSPITAL; ILLINOIS MASONIC MEDICAL CENTER; LUTHERAN GENERAL HOSPITAL; POST ACUTE NETWORK; SHEBOYGAN MEMORIAL; SHERMAN HOSPITAL; SINAI MEDICAL CENTER; SOUTH SUBURBAN HOSPITAL; ST. LUKE'S SOUTH SHORE; SYSTEM ANCILLARY SERVICES; SYSTEM SUPPORT SERVICES; St. Luke's Medical Center; TRINITY HOSPITAL; WEST ALLIS MEDICAL CENTER; nan"</li><li>'Affiliation(Affiliate): 9010 Admin; BCHC; BVRMC; Cherokee Regional Medical Center; Dubuque VNA; FORT DODGE REGION; GREENE COUNTY MEDICAL CENTER; Grundy Cnty Hospital; HCF Inc; Hancock County Senior Services; IA Health Acc Care; MERITER; Memorial Hospital; Pocahontas Community Hospital; Stewart Memorial Community Hospital; Sumner Comm Hospital; UP Clinic Affiliate; UP at Home Affiliate; UPC Peoria; UPH Allen; UPH CR St Lukes; UPH Contract Svc LC; UPH Des Moines; UPH FD Trinity Hlth; UPH FD Trinity Regnl; UPH Finley; UPH Grinnell; UPH Jones Regional; UPH Marshalltown; UPH Methodist; UPH Methodist Colleg; UPH Musc Trinity; UPH Pekin; UPH Proctor; UPH QC Trinity; UPH SC St Lukes; UPH at Work; UPH at Work QC; UnityPlace; UnityPoint Health - Keokuk; Virginia Gay Hospital; nan'</li><li>'region: ACP; CALIFORNIA; CAROLINAS; CENTRAL ZONE RM; EAST PENN/DE; EAST ZONE RM; FLORIDA; GREAT PLAINS; HANGER CLINIC SHARED SVCS; HANGER RESOURCE CENTER; HEARTLAND; HOUSTON; KEYSTONE; MICHIGAN; MID ATLANTIC; MIDWEST; NATL LABS; NEW ENGLAND; NORTH ATLANTIC; NORTHWEST; NY METRO; NY/NJ; OHIO VALLEY; ROCKY MOUNTAIN; SOUTH CENTRAL; SOUTHEAST; SOUTHWEST; SPS; TEXAS; WEST ZONE RM; nan'</li></ul>
4	<ul><li>'Union Status <HIDE>: I am a member of a union; I am not a member of union; nan'</li><li>"Union Code: 122; 17; 399; 420; 781; AFSCME; AFSCME Local 3279; AFSCME Local 9; ALT; ARSA; Appointed; BDN; BKV; BLE; BMWE; BOL; BRCA; BRD; BRS; BRW; CAF; CAP; CAT; CAW; CBI; CBT; CE1; CE2; CE3; CE4; CEC; CED; CEL; CEN; CEQ; CET; CFC; CFF; CFO; CLB; CMA; CMN; CNA; CNR; COL; CPA; CPE; CPL; CPO; CPT; CSC; CSE; CSU; CTM; CTS; CVT; CX1; CX2; CX3; CX4; DBS; DVR; FNK; FRE; FRS; G01; G02; G04; G05; G06; G07; G08; G09; G10; G11; G12; G13; G14; G15; G16; G17; GCH; GGI; GGO; GGR; GVL; HTC; IAM; IBBB; IBEW; IBFO; IBT Lab Asst; IBT Lab Couriers; IBT PMCA Childrens; IBW; IDA; IUOE; IW; JOA AFSCME/SEIU HCMI; KU1; KU2; Laundry Workers Loca; Local 320; Local 321; Local 363; Local 49ers; MDL; MDX; MNA; MOD; MOO; MUR; Muldraugh Compressor Station; N01; N02; N03; NON; NUHW; NUR; None ; OIL; Operating Engineers; PNT; Police; R01; R02; R04; R05; R06; R10; R11; R12; R13; R15; R16; R17; R18; R19; R20; R22; R23; R24; R25; R26; R27; R31; R32; R33; R35; R36; R37; R38; R39; R40; R41; R42; R45; R46; R47; R48; R49; R50; R52; R55; R56; R57; R58; R59; RFT; RPT; RSP; SCP; SEC; SEIU; SEIU - PCA's at RIM; SMW; SPNNUNAC; STF; Service Emp Intn'l U; TCU; TCUASR; TCU_ICTF; TEAM; TSV; Trades; U; U01; U02; U04; U05; U06; U07; U10; U14; U19; U21; U22; U23; U24; U25; U26; U32; U37; U43; U44; U52; U53; U56; U76; U78; U83; U84; U85; U91; UA3; UAW Local 889; UB7; UB9; UC3; UD7; UD8; UE3; UE5; UE9; UF1; UF2; UF3; UF4; UFCW; UG1; UG5; UN5; UN6; UN7; UN8; UN9; UNAC; UNKNOWN; UPUYC-SP; UPUYC-UP; UTUC; UTUE; UTUT; UTUY-A&S; W02; W03; W04; W05; WC5; YRK; nan"</li></ul>

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

Task: Text Classification
Library: setfit
Type: mpnet
Created: Jan 27, 2024
Updated: Jan 27, 2024