SetFit with sentence-transformers/paraphrase-mpnet-base-v2

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

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-mpnet-base-v2
Classification head: a LogisticRegression instance
Maximum Sequence Length: 512 tokens
Number of Classes: 2 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
tax_form	'omb 1545 0074 schedule a----itemlze deduction 1988 schedules a&b schedule b back)d form 1040 attachment sequence 07 department treasury attach form 1040 instructlon schedules b form 1040 sociai sacurity numbe internal revenue service x al1 48 9126 name(s f orm 1040 snead h. hickory webster p. medical ia prescription medicine drug insulin doctor dentist dental expenses nurse hospital medical insurance premium pay etc b list include hear aid denture eyeglass net include transportation lodging etc expease reimburse 1b pay 2 add line 1a 1b enter total .. 2 3 instruction multiply form 1040 tine 32 7.5 .075 3 page 23 subtract line 3 line 2 zero enter -0- total medical dental 3251 5 taxis 5 state local income taxis 6 pay 6 real estate taxis .. 7other taxis list --- include personal property taxis 8 8 9 instruction total taxis page 23 add line 5 7 enter total note new rule apply home mortgage interest deduction interest instruction pay 9s deductible home mortgage interest pay financial 1653 34 9 institution report deductible point line 10 .. b deductible home mortgage interest pay individual person address 9b instruction 10 page 24 deductible point instruction special rule 10 11 11 deductible investment interest page 24 12a personal interest pay page 24 12a 12b b multiply line 12a 40 .40 enter result 6 13add line 9a 11 12b enter total total interest 13 14 contribution cash check ilf 3,o00 gitts organization 14 charity .15 cash check attach form 8283 500 16 15 instruction 16 carryover prior year 17 page 25 17 add line 14 16 enter total total contribution casualty 18 18 casualty theft loss(es attach form 4684 page 25 instructions theft losses 19 expense attach form 3903 3903f page 26 instructions expense unreimbursed employee expense -- job travel union job job expenses 20 education etc attach form 2106 case 20 miscellaneous instruction deduction 21 expense investment tax preparation safe deposit box etc list type page 26 21 expense 22 deduct 22 add line 20 21 enter total .. 23 multiply form 1040 line 32 2 .02 enter 23 result 24subtract line 23 line 22 enter result zero enter zero list page 26 instruction enter type 25 miscellaneous 25 deduction total itemized 26 add tine 4 8 13 17 18 19 24 25 enter total 26 4905 1 23 deduction enter form 1040 line 34 larger total standard deduction schedule form 1040 1988 81 paperwork reductlon act notice form 1040 instruction' 'omb 1545 0074 schedules a&b schedule a----itemlze deduction 1988 form 1040 schedule b department treasury attachment attach form 1040 instructlon schedules b form 1040 sequence 07 internal revenue service x sociai securlty numbe name(s form 1040 snead h. hickory al1 48 9126 webster p. medical 1a prescription medicine drug insulin doctor dentist dental expense nurse hospital medical insurance premium pay etc b list -- include hear aid denture eyeglass include transportation lodging etc expease reimburse pay 1b add line 1a 1b enter total 2 instruction muitiply form 1040 line 32 7.5 .075 3 page 23 subtract line 3 line 2 zero enter -0- total medical dental taxis 5 state local income taxis pay real estate taxis 5 7 taxis list -- include personal property taxis instruction page 23 add line 5 7 enter total rotal taxis interest note new rule apply home mortgage interest deduction pay instruction 9s deductible home mortgage interest pay financial institution report deductible point line 10 .. b deductible home rnortgage interest pay individual person address instruction 9b page 24 10 10 deductible point instruction special rule 11 deductible investment interest page 24 11 12a personal interest pay page 24 12a b multiply line 12a 40 .40 enter result 12 t 13 add line 9a 11 12b enter total total interest 14 contribution cash check lf 3.o00 gitts charity organization cash check attach form 8283 500 instruction 15 page 25 16 carryover prior year add line 14 16 enter total total contribution 17 casualty theft losses 18 casualty theft loss(es attach form 4684 page 25 instructions expense 19move expense attach form 3903 3903f page 26 instructions job expenses unreimbursed employee expense -- job travel union job 20 education etc attach form 2106 case 20 0 miscellaneous instruction un.f.orm ..... $390 deduction expense investment tax preparation safe deposit box 21 etc list type phy .. exam ..... $150 page 26 expense 14 deduct 14 22 22 add line 20 21 enter total 23 multiply form 1040 tine 32 2 .02 enter 0 result subtract line 23 line 22 enter result zero enter zero 24 24 25 miscellaneous deduction 25 total itemized 26 add line 4 8 13 17 18 19 24 25 enter total deduction enter form 1040 line 34 larger total standard deduction 14 page 17 instructions .. schedule form 1040 1988 paperwork reductlon act notice form 1040 instruction 81' 'page 2 form 2106 1988 il vehicle expenses use actual expense section c standard mileage rate section b section a.--general information vehicle 1 vehicle 2 feb. 2 1988 4/15/88 1 enter date vehicle place service 48011 mile 9482 mile 2 total mileage vehicle use 1988 2 34986 mile 1494 mile 3 3 miles include line 2 vehicle use business 73.00 16.00 4 percent business use divide line 3 line 2 90 mile 1 mile 5 average daily round trip commuting distance 5 mile mile 6 miles include line 2 vehicle use commute 6 13025 mile 7988 mile 7 personal mileage subtract line 6 plus line 3 line 2 8 spouse vehicle available personal purpose yes 9 employer provide vehicle personal use duty hour permit yes applicable 10 evidence support deduction yes yes evidence write yes section b.--standard mileage rate use section vehicle 11 mile 11 enter small il line 3 15,000 mile 12 mile 12 subtract line 11 trom il line 3 13 13 multiply line 11 24c .24 instruction vehicle fully depreciate 14 14 multiply tine 12 11c .11 15 add line 13 14 enter total line 1 15 vehicle 2 section c.--actual expense vehicle 1 1965 2795 16 16 gasoline oil repair vehicle insurance etc 17 vehicle rental 17 18 value employer provide vehicle apply include 386 18 form w-2 100 fair rental value instruction 1965 3182 19 19 add line 16 18 .. 1434 509 20 20 multiply line 19 percentage ii line 4 1557 29 21 depreciation section d column t instruction 21 2992 538 22 add line 20 21 enter total line 1 22 section d.---depreciation vehicles claim depreciation vehicle use vehicle 50 percent trade business claim section 179 deduction figure depreciation use straight line method 5 year limitation instruction basis depreciation total method figure cost basis business use -- depreciation deduction section 179 expense column d column e depreciation instruction enter section c line 21 b c d 29920 37040 method 2308 vehicle 1 2308 vehicle 2 32211 14838 method b 5556 556 190'
bank_statement	'credit card statement nationwide nationwide credit card 4893940199232983 nationwide credit card services mr muthulingam kanagaratnam nationwide.co.uk 03456006611 transaction details o date ref description balance previous statement middlesex 5.30 29/07/22 29/07/22 29010527 23077656 stansted parking contactless apcoa hal ss t3 contactless stanste 5.30 02/08/22 80305344 wimbledon automatics li london 1440.00 7.00 04/08/22 2/08/22 00015127 01018267 payment received thank sharons contactiess london sw 17 60.00cr 15/08/22 00007919 50.00cr 1161 9/08/22 28187650 payment received thank 22/08/22 realeyes eye shell a3 t south contactless liphook 4182 46593937 mitcham 165103 250.00 total balance page 2 of2 credit card statement nationwide nationwide credit card 4893940199232983 nationwide credit card services mr muthulingam kanagaratnam nationwide.co.uk 03456006611 transaction details o date ref description balance previous statement middlesex 5.30 29/07/22 29/07/22 29010527 23077656 stansted parking contactless apcoa hal ss t3 contactless stanste 5.30 02/08/22 80305344 wimbledon automatics li london 1440.00 7.00 04/08/22 2/08/22 00015127 01018267 payment received thank sharons contactiess london sw 17 60.00cr 15/08/22 00007919 50.00cr 1161 9/08/22 28187650 payment received thank 22/08/22 realeyes eye shell a3 t south contactless liphook 4182 46593937 mitcham 165103 250.00 total balance page 2 of2' 'hsbcxuk contact tel 03457606060 text phone 03457 125 563 seereverse time use deaf speech impair customer 21 december 2021 20 january 2022 www.hsbc.co.uk statement account sortcode account number sheet number multie choice ltd 40 42 13 11713655 107 business current account detail date payment rype detail pay pay batance balance brought forward poundlandltd 1181 9,828.29 edgware 12jan 22 cr valitor 15.20 508.11 10,321.20 9,813.09 13 jan 22 dr cr cashpostoffjan13 valitor 188.76 10queensbur12:23 300.00 vis geenford ub6 klassic wholesale bp 405.83 s rasaratnam 264 3,000.00 6,804.13 14jan 22 17jan 22 dd cr valitor bt groupplc 34.09 190.11 6,994.24 dd pasrecps valitor 82.40 cr 163.27 7,041.02 18jan22 19 jan 22 cr cr valitor valitor 203.35 802.35 8,046.72 7.244.37 20jan22 cr valitor 218.35 20jan22 8.265.07 balance carry forward 8,265.07 information financial services compensation scheme deposit eligible protection financial services compensation scheme fscs information compensation provide fscs refer fscs website www.fscs.org.uk near branch available website www.hsbc.co.uk telephone banking service detail find fscs information sheet exclusions list cre dit interest rates balance variable aer balance variable ear credit interest apply debit lter rates upto 3,000 5.90 3,000 21.34 2 station road hayes middlesex ub3 4by' 'statement number 33 im etro business bank account number 38861425 bank sort code 23 05 80 date transaction money money balance 4apr2023 card purchase 31 mar2023 5.372.05 20.367.74 01332694010gbrgbr 04apr2023 card purchase 31mar 2023 hope cement hopewor 5,372.05 14.995.69 01332694010g8rgbr o4 apr 2023 inward payment ser sup net ltd bac 1,380.00 16,375.69 o4apr2023 account account transfer conessence ltd irv 000697 2,640.00 19,015.69 05apr2023 account account transfer evident rcadymix 5,836.00 24,851.69 material osapr2023 inward payment ser sup net ltd bac 967.68 25,819.37 05 apr 2023 inward payment worldpay o404 1,377.60 27,196.97 o5apr2023 account account transfer conessence ltd inv 000697 600.00 27,796.97 06apr2023 direct debit closebros assetfin 2,687.58 25.109.39 06apr2023 hope cement hope wop 5,835.94 19,273.45 01332694010gbrgbr 06apr2023 inwardpayment worldpay 0504 3,643.20 22,916.65 06apr2023 inward payment k hudakova 552.00 23,468.65 o6apr2023 outward faster payment fastway concrete d tsb 6,750.00 16,718.65 11apr2023 direct debit closebros assetfin 2,884.01 13.834.64 11apr2023 inward payment ashcroft building 144.00 13.978.64 11apr2023 card purchase 05 apr 2023 5,835.94 8.342.70 01332694010gbrg8r 11apr2023 outward faster payment renault truck commercia ltd 792.08 7,350.62 skandinaviska ens bk 11apr2023 inward payment compass civi 558.00 7,908.62 mb52_12923411 9 3.060 statement number 33 im etro business bank account number 38861425 bank sort code 23 05 80 date transaction money money balance 4apr2023 card purchase 31 mar2023 5.372.05 20.367.74 01332694010gbrgbr 04apr2023 card purchase 31mar 2023 hope cement hopewor 5,372.05 14.995.69 01332694010g8rgbr o4 apr 2023 inward payment ser sup net ltd bac 1,380.00 16,375.69 o4apr2023 account account transfer conessence ltd irv 000697 2,640.00 19,015.69 05apr2023 account account transfer evident rcadymix 5,836.00 24,851.69 material osapr2023 inward payment ser sup net ltd bac 967.68 25,819.37 05 apr 2023 inward payment worldpay o404 1,377.60 27,196.97 o5apr2023 account account transfer conessence ltd inv 000697 600.00 27,796.97 06apr2023 direct debit closebros assetfin 2,687.58 25.109.39 06apr2023 hope cement hope wop 5,835.94 19,273.45 01332694010gbrgbr 06apr2023 inwardpayment worldpay 0504 3,643.20 22,916.65 06apr2023 inward payment k hudakova 552.00 23,468.65 o6apr2023 outward faster payment fastway concrete d tsb 6,750.00 16,718.65 11apr2023 direct debit closebros assetfin 2,884.01 13.834.64 11apr2023 inward payment ashcroft building 144.00 13.978.64 11apr2023 card purchase 05 apr 2023 5,835.94 8.342.70 01332694010gbrg8r 11apr2023 outward faster payment renault truck commercia ltd 792.08 7,350.62 skandinaviska ens bk 11apr2023 inward payment compass civi 558.00 7,908.62 mb52_12923411 9 3.060'

Label

Examples

tax_form

'omb 1545 0074 schedule a----itemlze deduction 1988 schedules a&b schedule b back)d form 1040 attachment sequence 07 department treasury attach form 1040 instructlon schedules b form 1040 sociai sacurity numbe internal revenue service x al1 48 9126 name(s f orm 1040 snead h. hickory webster p. medical ia prescription medicine drug insulin doctor dentist dental expenses nurse hospital medical insurance premium pay etc b list include hear aid denture eyeglass net include transportation lodging etc expease reimburse 1b pay 2 add line 1a 1b enter total .. 2 3 instruction multiply form 1040 tine 32 7.5 .075 3 page 23 subtract line 3 line 2 zero enter -0- total medical dental 3251 5 taxis 5 state local income taxis 6 pay 6 real estate taxis .. 7other taxis list --- include personal property taxis 8 8 9 instruction total taxis page 23 add line 5 7 enter total note new rule apply home mortgage interest deduction interest instruction pay 9s deductible home mortgage interest pay financial 1653 34 9 institution report deductible point line 10 .. b deductible home mortgage interest pay individual person address 9b instruction 10 page 24 deductible point instruction special rule 10 11 11 deductible investment interest page 24 12a personal interest pay page 24 12a 12b b multiply line 12a 40 .40 enter result 6 13add line 9a 11 12b enter total total interest 13 14 contribution cash check ilf 3,o00 gitts organization 14 charity .15 cash check attach form 8283 500 16 15 instruction 16 carryover prior year 17 page 25 17 add line 14 16 enter total total contribution casualty 18 18 casualty theft loss(es attach form 4684 page 25 instructions theft losses 19 expense attach form 3903 3903f page 26 instructions expense unreimbursed employee expense -- job travel union job job expenses 20 education etc attach form 2106 case 20 miscellaneous instruction deduction 21 expense investment tax preparation safe deposit box etc list type page 26 21 expense 22 deduct 22 add line 20 21 enter total .. 23 multiply form 1040 line 32 2 .02 enter 23 result 24subtract line 23 line 22 enter result zero enter zero list page 26 instruction enter type 25 miscellaneous 25 deduction total itemized 26 add tine 4 8 13 17 18 19 24 25 enter total 26 4905 1 23 deduction enter form 1040 line 34 larger total standard deduction schedule form 1040 1988 81 paperwork reductlon act notice form 1040 instruction'
'omb 1545 0074 schedules a&b schedule a----itemlze deduction 1988 form 1040 schedule b department treasury attachment attach form 1040 instructlon schedules b form 1040 sequence 07 internal revenue service x sociai securlty numbe name(s form 1040 snead h. hickory al1 48 9126 webster p. medical 1a prescription medicine drug insulin doctor dentist dental expense nurse hospital medical insurance premium pay etc b list -- include hear aid denture eyeglass include transportation lodging etc expease reimburse pay 1b add line 1a 1b enter total 2 instruction muitiply form 1040 line 32 7.5 .075 3 page 23 subtract line 3 line 2 zero enter -0- total medical dental taxis 5 state local income taxis pay real estate taxis 5 7 taxis list -- include personal property taxis instruction page 23 add line 5 7 enter total rotal taxis interest note new rule apply home mortgage interest deduction pay instruction 9s deductible home mortgage interest pay financial institution report deductible point line 10 .. b deductible home rnortgage interest pay individual person address instruction 9b page 24 10 10 deductible point instruction special rule 11 deductible investment interest page 24 11 12a personal interest pay page 24 12a b multiply line 12a 40 .40 enter result 12 t 13 add line 9a 11 12b enter total total interest 14 contribution cash check lf 3.o00 gitts charity organization cash check attach form 8283 500 instruction 15 page 25 16 carryover prior year add line 14 16 enter total total contribution 17 casualty theft losses 18 casualty theft loss(es attach form 4684 page 25 instructions expense 19move expense attach form 3903 3903f page 26 instructions job expenses unreimbursed employee expense -- job travel union job 20 education etc attach form 2106 case 20 0 miscellaneous instruction un.f.orm ..... $390 deduction expense investment tax preparation safe deposit box 21 etc list type phy .. exam ..... $150 page 26 expense 14 deduct 14 22 22 add line 20 21 enter total 23 multiply form 1040 tine 32 2 .02 enter 0 result subtract line 23 line 22 enter result zero enter zero 24 24 25 miscellaneous deduction 25 total itemized 26 add line 4 8 13 17 18 19 24 25 enter total deduction enter form 1040 line 34 larger total standard deduction 14 page 17 instructions .. schedule form 1040 1988 paperwork reductlon act notice form 1040 instruction 81'
'page 2 form 2106 1988 il vehicle expenses use actual expense section c standard mileage rate section b section a.--general information vehicle 1 vehicle 2 feb. 2 1988 4/15/88 1 enter date vehicle place service 48011 mile 9482 mile 2 total mileage vehicle use 1988 2 34986 mile 1494 mile 3 3 miles include line 2 vehicle use business 73.00 16.00 4 percent business use divide line 3 line 2 90 mile 1 mile 5 average daily round trip commuting distance 5 mile mile 6 miles include line 2 vehicle use commute 6 13025 mile 7988 mile 7 personal mileage subtract line 6 plus line 3 line 2 8 spouse vehicle available personal purpose yes 9 employer provide vehicle personal use duty hour permit yes applicable 10 evidence support deduction yes yes evidence write yes section b.--standard mileage rate use section vehicle 11 mile 11 enter small il line 3 15,000 mile 12 mile 12 subtract line 11 trom il line 3 13 13 multiply line 11 24c .24 instruction vehicle fully depreciate 14 14 multiply tine 12 11c .11 15 add line 13 14 enter total line 1 15 vehicle 2 section c.--actual expense vehicle 1 1965 2795 16 16 gasoline oil repair vehicle insurance etc 17 vehicle rental 17 18 value employer provide vehicle apply include 386 18 form w-2 100 fair rental value instruction 1965 3182 19 19 add line 16 18 .. 1434 509 20 20 multiply line 19 percentage ii line 4 1557 29 21 depreciation section d column t instruction 21 2992 538 22 add line 20 21 enter total line 1 22 section d.---depreciation vehicles claim depreciation vehicle use vehicle 50 percent trade business claim section 179 deduction figure depreciation use straight line method 5 year limitation instruction basis depreciation total method figure cost basis business use -- depreciation deduction section 179 expense column d column e depreciation instruction enter section c line 21 b c d 29920 37040 method 2308 vehicle 1 2308 vehicle 2 32211 14838 method b 5556 556 190'

bank_statement

'credit card statement nationwide nationwide credit card 4893940199232983 nationwide credit card services mr muthulingam kanagaratnam nationwide.co.uk 03456006611 transaction details o date ref description balance previous statement middlesex 5.30 29/07/22 29/07/22 29010527 23077656 stansted parking contactless apcoa hal ss t3 contactless stanste 5.30 02/08/22 80305344 wimbledon automatics li london 1440.00 7.00 04/08/22 2/08/22 00015127 01018267 payment received thank sharons contactiess london sw 17 60.00cr 15/08/22 00007919 50.00cr 1161 9/08/22 28187650 payment received thank 22/08/22 realeyes eye shell a3 t south contactless liphook 4182 46593937 mitcham 165103 250.00 total balance page 2 of2 credit card statement nationwide nationwide credit card 4893940199232983 nationwide credit card services mr muthulingam kanagaratnam nationwide.co.uk 03456006611 transaction details o date ref description balance previous statement middlesex 5.30 29/07/22 29/07/22 29010527 23077656 stansted parking contactless apcoa hal ss t3 contactless stanste 5.30 02/08/22 80305344 wimbledon automatics li london 1440.00 7.00 04/08/22 2/08/22 00015127 01018267 payment received thank sharons contactiess london sw 17 60.00cr 15/08/22 00007919 50.00cr 1161 9/08/22 28187650 payment received thank 22/08/22 realeyes eye shell a3 t south contactless liphook 4182 46593937 mitcham 165103 250.00 total balance page 2 of2'
'hsbcxuk contact tel 03457606060 text phone 03457 125 563 seereverse time use deaf speech impair customer 21 december 2021 20 january 2022 www.hsbc.co.uk statement account sortcode account number sheet number multie choice ltd 40 42 13 11713655 107 business current account detail date payment rype detail pay pay batance balance brought forward poundlandltd 1181 9,828.29 edgware 12jan 22 cr valitor 15.20 508.11 10,321.20 9,813.09 13 jan 22 dr cr cashpostoffjan13 valitor 188.76 10queensbur12:23 300.00 vis geenford ub6 klassic wholesale bp 405.83 s rasaratnam 264 3,000.00 6,804.13 14jan 22 17jan 22 dd cr valitor bt groupplc 34.09 190.11 6,994.24 dd pasrecps valitor 82.40 cr 163.27 7,041.02 18jan22 19 jan 22 cr cr valitor valitor 203.35 802.35 8,046.72 7.244.37 20jan22 cr valitor 218.35 20jan22 8.265.07 balance carry forward 8,265.07 information financial services compensation scheme deposit eligible protection financial services compensation scheme fscs information compensation provide fscs refer fscs website www.fscs.org.uk near branch available website www.hsbc.co.uk telephone banking service detail find fscs information sheet exclusions list cre dit interest rates balance variable aer balance variable ear credit interest apply debit lter rates upto 3,000 5.90 3,000 21.34 2 station road hayes middlesex ub3 4by'
'statement number 33 im etro business bank account number 38861425 bank sort code 23 05 80 date transaction money money balance 4apr2023 card purchase 31 mar2023 5.372.05 20.367.74 01332694010gbrgbr 04apr2023 card purchase 31mar 2023 hope cement hopewor 5,372.05 14.995.69 01332694010g8rgbr o4 apr 2023 inward payment ser sup net ltd bac 1,380.00 16,375.69 o4apr2023 account account transfer conessence ltd irv 000697 2,640.00 19,015.69 05apr2023 account account transfer evident rcadymix 5,836.00 24,851.69 material osapr2023 inward payment ser sup net ltd bac 967.68 25,819.37 05 apr 2023 inward payment worldpay o404 1,377.60 27,196.97 o5apr2023 account account transfer conessence ltd inv 000697 600.00 27,796.97 06apr2023 direct debit closebros assetfin 2,687.58 25.109.39 06apr2023 hope cement hope wop 5,835.94 19,273.45 01332694010gbrgbr 06apr2023 inwardpayment worldpay 0504 3,643.20 22,916.65 06apr2023 inward payment k hudakova 552.00 23,468.65 o6apr2023 outward faster payment fastway concrete d tsb 6,750.00 16,718.65 11apr2023 direct debit closebros assetfin 2,884.01 13.834.64 11apr2023 inward payment ashcroft building 144.00 13.978.64 11apr2023 card purchase 05 apr 2023 5,835.94 8.342.70 01332694010gbrg8r 11apr2023 outward faster payment renault truck commercia ltd 792.08 7,350.62 skandinaviska ens bk 11apr2023 inward payment compass civi 558.00 7,908.62 mb52_12923411 9 3.060 statement number 33 im etro business bank account number 38861425 bank sort code 23 05 80 date transaction money money balance 4apr2023 card purchase 31 mar2023 5.372.05 20.367.74 01332694010gbrgbr 04apr2023 card purchase 31mar 2023 hope cement hopewor 5,372.05 14.995.69 01332694010g8rgbr o4 apr 2023 inward payment ser sup net ltd bac 1,380.00 16,375.69 o4apr2023 account account transfer conessence ltd irv 000697 2,640.00 19,015.69 05apr2023 account account transfer evident rcadymix 5,836.00 24,851.69 material osapr2023 inward payment ser sup net ltd bac 967.68 25,819.37 05 apr 2023 inward payment worldpay o404 1,377.60 27,196.97 o5apr2023 account account transfer conessence ltd inv 000697 600.00 27,796.97 06apr2023 direct debit closebros assetfin 2,687.58 25.109.39 06apr2023 hope cement hope wop 5,835.94 19,273.45 01332694010gbrgbr 06apr2023 inwardpayment worldpay 0504 3,643.20 22,916.65 06apr2023 inward payment k hudakova 552.00 23,468.65 o6apr2023 outward faster payment fastway concrete d tsb 6,750.00 16,718.65 11apr2023 direct debit closebros assetfin 2,884.01 13.834.64 11apr2023 inward payment ashcroft building 144.00 13.978.64 11apr2023 card purchase 05 apr 2023 5,835.94 8.342.70 01332694010gbrg8r 11apr2023 outward faster payment renault truck commercia ltd 792.08 7,350.62 skandinaviska ens bk 11apr2023 inward payment compass civi 558.00 7,908.62 mb52_12923411 9 3.060'

Evaluation

Metrics

Label	Accuracy
all	1.0

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("EphronM/setfit-txtClassifier_v1")
# Run inference
preds = model("2106 employee buslness expenses omb 1545 0139 form separate instruction 1988 department treasury attach form 1040 internal revenue service x attachment sociai security number occupation expense incur stevens w. upton a91 80 l 1362 r0ustabout 1 employee business expenses column step 1 enter expenses column 8 meals meals entertainment entertainment 1 vehicle expense il line 15 line 22 .. 3294 2 parking fee toll local transportation include train bus etc 3 trave expense away home include lodging airplane car rental etc include meal entertainment 3 4 business expense include line 1 3 include meal entertainment 5 meals entertainment expense instruction 6 add line 1 5 enter total expense r29 note reimburse expense step 1 skip line 7 13 enter line 6 line 14 step 2 figure excess reimbursements report income 7 reimbursements expense list step 1 employer report form w-2 form 1099 .. 2272 note column line 6 line 7 skip line 8 9 57 line 10 excess reimbursement 8 subtract line 6 trom line 7 zero enter zero 9 add line 8 column enter total excess relmbursement reportable income add form 1040 line 7 .00 step 3 figure fully deductible reimbursed expenses 10 subtract jine 7 line 6 zero enter zero 1022 11 reimbursements allowance expense step 1 4 0 00 employer identify include form w-2 form 1099 subject withhold tax note enter line 11 report income form 1040 12 enter small line 10 line 11 0 13 add line 12 column enter total tully deductible .00 relmburse expense aiso enter total form 1040 line 24 13 0 00 step 4 figure unreimbursed expense deduct schedule form 1040 14 subtract line 12 line 10 14 0 note column line i4 zero stop 00 15 enter 20 .20 line 14 column b 15 16 subtract line 15 trom line 14 16 1022 17 add line 16 column enter total enter total schedule 42 a(form 1040 line 20 qualified performing artists handicapped employee instruction 1022 paperwork reduction act notice instruction 42 form 2106 1988 189")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	162	329.4	512

Label	Training Sample Count
bank_statement	250
tax_form	250

Training Hyperparameters

batch_size: (8, 8)
num_epochs: (1, 16)
max_steps: -1
sampling_strategy: oversampling
body_learning_rate: (2e-05, 1e-05)
head_learning_rate: 0.01
loss: CosineSimilarityLoss
distance_metric: cosine_distance
margin: 0.25
end_to_end: False
use_amp: False
warmup_proportion: 0.1
seed: 25411
run_name: setfit_early_stopping
eval_max_steps: -1
load_best_model_at_end: True

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0001	1	0.1597	-
0.0006	10	0.1126	-
0.0013	20	0.1567	-
0.0019	30	0.1785	-
0.0025	40	0.1455	-
0.0032	50	0.1325	-
0.0038	60	0.0818	-
0.0045	70	0.1227	-
0.0051	80	0.0901	-
0.0057	90	0.0573	-
0.0064	100	0.028	-
0.0070	110	0.0237	-
0.0076	120	0.0194	-
0.0083	130	0.0136	-
0.0089	140	0.0035	-
0.0096	150	0.0027	-
0.0102	160	0.0036	-
0.0108	170	0.0024	-
0.0115	180	0.0026	-
0.0121	190	0.002	-
0.0127	200	0.0009	-
0.0134	210	0.0017	-
0.0140	220	0.0015	-
0.0147	230	0.0008	-
0.0153	240	0.0005	-
0.0159	250	0.0005	-
0.0166	260	0.001	-
0.0172	270	0.0006	-
0.0178	280	0.0003	-
0.0185	290	0.0007	-
0.0191	300	0.0008	-
0.0198	310	0.0003	-
0.0204	320	0.0006	-
0.0210	330	0.0002	-
0.0217	340	0.0003	-
0.0223	350	0.0004	-
0.0229	360	0.0002	-
0.0236	370	0.0002	-
0.0242	380	0.0001	-
0.0249	390	0.0001	-
0.0255	400	0.0002	-
0.0261	410	0.0001	-
0.0268	420	0.0002	-
0.0274	430	0.0001	-
0.0280	440	0.0001	-
0.0287	450	0.0001	-
0.0293	460	0.0003	-
0.0300	470	0.0001	-
0.0306	480	0.0001	-
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0.9829	15420	0.0	-
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0.9842	15440	0.0	-
0.9848	15450	0.0	-
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0.9867	15480	0.0	-
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0.9893	15520	0.0	-
0.9899	15530	0.0	-
0.9906	15540	0.0	-
0.9912	15550	0.0	-
0.9918	15560	0.0	-
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0.9944	15600	0.0	-
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0.9957	15620	0.0	-
0.9963	15630	0.0	-
0.9969	15640	0.0	-
0.9976	15650	0.0	-
0.9982	15660	0.0	-
0.9989	15670	0.0	-
0.9995	15680	0.0	-

The bold row denotes the saved checkpoint.

Framework Versions

Python: 3.10.14
SetFit: 1.1.0.dev0
Sentence Transformers: 3.0.1
Transformers: 4.44.2
PyTorch: 2.4.0+cu121
Datasets: 2.21.0
Tokenizers: 0.19.1

Citation

BibTeX

@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}

EphronM
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setfit-txtClassifier_v1