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metadata
base_model: sentence-transformers/paraphrase-mpnet-base-v2
library_name: setfit
metrics:
  - accuracy
pipeline_tag: text-classification
tags:
  - setfit
  - sentence-transformers
  - text-classification
  - generated_from_setfit_trainer
widget:
  - text: >-
      account statement lloyds bank write issue date:1july 2022 po
      box1000,andover 03450725555 +441733347338 fromuk fron overseas visit
      online jap roofing contractors limited www.lloydsbank.com 52 branch
      victoria 309897 orchardavenue sort code:30 98 97 account number58351663
      feltham bic loydgb21031 tw149re iban g871loyd30989758351663 business
      account jap roofing contractors limited account summary balance 01 jun
      2022 total pay 21,046.42 total pay 36,026.59 g20pv31 balance 30jun2022
      49,856.08 100000 account activity payment date type details pay pay
      balance 01jun22 06jun22 statement opening balance 21,046.41 06jun22 deb
      deb m6tollcd6114 02jun22 bpw sreakwarwickcd611402jun22 102.41 12.50
      21,033.91 06jun22 fpo ranjitsingh300000000948945420774926 10 2,000.00
      18,931.50 20,931.50 0x022fd 06jun22 deb haves fs102cd6114 03jun22
      03jun2216:28 06jn22 fpi markdivalljob j63ev4dz5gp812owgp608371 1,300.00
      115.00 18,816.50 1006jun2213:38 20,116.50 08.jun22 fpi home fix building
      reference roof cbbc2b3be82a4d70960406051008jun2216:48 1,560.00 21,676.50
      09jun22 09jun22 dep markdivallr0ofxz1j23rq48k34np9r4608371 chequedeposit
      loyd129 131high fpi 3,200.00 1,500.00 24,876.50 26,376.50 10jun22 10jun22
      fpo dd hmrcndds107257254906205437 ks roofmasterltd300000000952092340
      1,479.28 3,200.00 24,897.22 roofer2042731010jun2205:39 21,697.22 10jun22
      10jun22 deb deb alltype roofing su cd 6114 hmrcgov.uk cotaxcd6114 217.48
      2,001.20 19,478.54 21,479.74 10jun22 13jun22 deb deb west london
      buildecd6114 11jun22 hmrcvatcd6114 4,002.40 65.00 15,476.14 13jun22 deb
      westlondon builde cd6114 11jun22 1,600.00 15,411.14 13jun22 deb welccme
      8reak cd6114 12jun22 100.38 13,710.76 13,811.14 13jun22 13jun22 dd des
      selcopoolecd6114 12jun22 nestit000006458005 2,073.17 73.86 11,637.59
      13jun22 dd vwfs uk limited0000440140662876 505.78 11,563.73 13 jun22 deb
      selcobuilder war cdg114 278.37 11,057.95 14jun22 deb selcopoole cd6114
      1,061.87 10,779.58 15jun22 fpi 2,000,00 17,717.71 9,717.71 15jun22 fpo
      refund040605 1015jun221817 fixbuilding&r0c100000000948099688 300.00
      11,417.71 account activity continue overleaf loyds bankpic regstere
      ofice25 gresham steetlondonec2v 7hn.registeredin engand wal pageif6
      065.authorise prudential regulstion autharity account statement lloyds
      bank write issue date:1july 2022 po box1000,andover 03450725555
      +441733347338 fromuk fron overseas visit online jap roofing contractors
      limited www.lloydsbank.com 52 branch victoria 309897 orchardavenue sort
      code:30 98 97 account number58351663 feltham bic loydgb21031 tw149re iban
      g871loyd30989758351663 business account jap roofing contractors limited
      account summary balance 01 jun 2022 total pay 21,046.42 total pay
      36,026.59 g20pv31 balance 30jun2022 49,856.08 100000 account activity
      payment date type details pay pay balance 01jun22 06jun22 statement
      opening balance 21,046.41 06jun22 deb deb m6tollcd6114 02jun22 bpw
      sreakwarwickcd611402jun22 102.41 12.50 21,033.91 06jun22 fpo
      ranjitsingh300000000948945420774926 10 2,000.00 18,931.50 20,931.50
      0x022fd 06jun22 deb haves fs102cd6114 03jun22 03jun2216:28 06jn22 fpi
      markdivalljob j63ev4dz5gp812owgp608371 1,300.00 115.00 18,816.50
      1006jun2213:38 20,116.50 08.jun22 fpi home fix building reference roof
      cbbc2b3be82a4d70960406051008jun2216:48 1,560.00 21,676.50 09jun22 09jun22
      dep markdivallr0ofxz1j23rq48k34np9r4608371 chequedeposit loyd129 131high
      fpi 3,200.00 1,500.00 24,876.50 26,376.50 10jun22 10jun22 fpo dd
      hmrcndds107257254906205437 ks roofmasterltd300000000952092340 1,479.28
      3,200.00 24,897.22 roofer2042731010jun2205:39 21,697.22 10jun22 10jun22
      deb deb alltype roofing su cd 6114 hmrcgov.uk cotaxcd6114 217.48 2,001.20
      19,478.54 21,479.74 10jun22 13jun22 deb deb west london buildecd6114
      11jun22 hmrcvatcd6114 4,002.40 65.00 15,476.14 13jun22 deb westlondon
      builde cd6114 11jun22 1,600.00 15,411.14 13jun22 deb welccme 8reak cd6114
      12jun22 100.38 13,710.76 13,811.14 13jun22 13jun22 dd des selcopoolecd6114
      12jun22 nestit000006458005 2,073.17 73.86 11,637.59 13jun22 dd vwfs uk
      limited0000440140662876 505.78 11,563.73 13 jun22 deb selcobuilder war
      cdg114 278.37 11,057.95 14jun22 deb selcopoole cd6114 1,061.87 10,779.58
      15jun22 fpi 2,000,00 17,717.71 9,717.71 15jun22 fpo refund040605
      1015jun221817 fixbuilding&r0c100000000948099688 300.00 11,417.71 account
      activity continue overleaf loyds bankpic regstere ofice25 gresham
      steetlondonec2v 7hn.registeredin engand wal pageif6 065.authorise
      prudential regulstion autharity
  - text: >-
      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
  - text: >-
      schedules a&b form 1040 1988 name(s form 1040 enter social security number
      omb 1545 0074 page 2 endicott ... edgecliff m. qldham social securlty
      number a33 ... 02.558.4 schedule b --- interest dividend income 1
      attachment recelve 400 taxable interest income complete ill llst interest
      interest recelve report interest form 1040 requlre complete income iit
      recelve nominee interest actually belong person recelve pald accrue
      interest security transfer interest payment date page 27 .. instruction
      page 10 26 interest income 1 interest income seller finance mortgage
      instruction list payer 2 interest income list payer note receive form 1099
      int form 1099 oid brokerage firm list firm payer enter total interest form
      3 add line 1 2 enter total form 1040 line 8a .... receive 400 gross
      dlvidend and/or distributlon stock compiete dividend iii report taxable
      dividend form 1040 requlre compiete il income i!ii receive nominee
      dividend actually belong person page 27 instruction dividend income page l
      4 dividend income list payer -- include line capital gain distribution 27
      nontaxable distribution etc note receive form 1099 div brokerage firm list
      firm payer enter total dividend form 5 add jine 4 enter total 6 capital
      gain distribution enter line 13 schedule d. 7 nontaxable distribution
      scheduie d instruction adjustment basis 8 add line 6 7 enter total 9
      subtract line 8 line 5 enter result form 1040 line 9 lf receive capital
      gain distribution need schedule d report gain loss enter capital gain
      distribution form 1040 line 14 hii receive 400 interest dividend foreign
      account a. foreign grantor transferor forelgn trust answer question ill.
      account 10 time tax year interest signature authority tinancia foreign
      account foreign country bank account security account financial account
      trust page 27 instructions exception filing requirement form td f 90 22.1
      .. "yes enter toreign country instruction 11 grantor transferor foreign
      trust exist current tax year page 27 paperwork reduction act notlce form
      1040 instruction schedule b form 1040 1988 82
  - text: >-
      employee buslness expenses omb 1545 0139 2106 1988 separate instructions.d
      department treasuryd attach form 1040 attachment internal revenue service
      equence 54 social security number occupation expense incur ferris k. a77
      88 5746.computer pr.ogrammer scott employee business expenses column
      column 8 step 1 enter expense meals meals entertainmentd entertainment 1
      vehicle expense ii line 15 line 22 2 parking fee toll local transportation
      include train bus etc 705 27 3 travel expense away home include lodging
      airplane car rental etc include meal entertainment 4 business expense
      include line 1 3 include meal entertainment 5 meals entertainment expense
      instruction 6 add line 1 5 enter total expense 705 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 note column line 6 line 7 skip line 8 9 line 10
      excess reimbursement 8 subtract line 6 trom line 7 zero enter zero 9 add
      tine 8 column enter total excess reimbursement reportable income add thls
      form 1040 jine 7 step 3 figure fully deductible reimbursed expenses 10
      subtract line 7 line 6 zero enter zero 705 27 00 11 reimbursements
      allowance expense step 1 employer identify include form w-2 form 1099
      subject withho!ding tax 245 68 note enter line 11 report income form 1040
      12 245 00 12 enter small line 10 line 11 13 add line 12 column enter total
      fully deductible relmburse expense aiso enter total form 1040 line 24
      245.68 step 4 figure unreimbursed expense deduct schedule form 1040 00 14
      subtract line 12 line 10 note column line 14 zero stop .. 15 enter 20 .20
      line 14 column b 5 16 subtract line 15 line 14 16 459 17 add line 16
      column enter total enter total schedule form 1040 line 20 qualified
      performing artists handicapped employee instruction 17 45.9 ... 59
      paperwork reduction act notice instruction form 2106 1988 189
  - text: >-
      date type description pay pay balance automatedcredit boiuk payment acc
      gb0000000055005 ev fp 19/04/22 475.89 2,057.46 1406.ph737vhnuvc7ol7s00
      ouk020023220422 19,-04 2022 13.10.30 automated credit boiuk payment acc
      379.03 2,436.49 gb0000000055005 ev fp 19/04/22 1406.ph737vhnuvc7o7cc00
      ouk020287670422 19,-04 2022 13.41.16 automatedcredit boiuk payment acc
      gb0000000055005 ev fp 19/04/22 387.45 2,823.94 1403,ph737vhnuvc7nnep00
      ouk020118080422 19,-04 2022 13.34.06 automatedcredit kobiafcfp
      15/04/222224 800.00 3,623.94 5jm4vjmxx35kyv3k9d automatedcredit boiuk
      payment acc gb0000000055005 ev fp 19/04/22 415.48 4,039.42
      1403,ph737vhnuvc7nevw00 ouk020575770422 19,-04 2022 13.55.09
      automatedcredit boi uk payment acc gb0000000055005 ev.fp 19/04/22 354.84
      4,394.26 1402.ph737vhnuvc7n2q700 ouk02047967042219,-04 2022 13.47.41
      automatedcredit kandasamykrentfp19/04/22 1515rp4679967135496100 500.00
      4,894.26 automatedcredit kobideliveryfp17/04/22 1445 450.00 5,344.26
      z5q12kqpp6q402rj4x online transaction universal expressjoyes 400.00
      4,944.26 mobile pymt online transaction sam accountants chandrasamy ltdvia
      mobile 60.00 4,884.26 pymtfp 15/04/2210 55204126388276000n online
      transaction afc new33joyes chicken.via 340.97 4,543.29 mobile pymtfp
      16/04/2210 37022435978074000n date type description pay pay balance
      automatedcredit boiuk payment acc gb0000000055005 ev fp 19/04/22 475.89
      2,057.46 1406.ph737vhnuvc7ol7s00 ouk020023220422 19,-04 2022 13.10.30
      automated credit boiuk payment acc 379.03 2,436.49 gb0000000055005 ev fp
      19/04/22 1406.ph737vhnuvc7o7cc00 ouk020287670422 19,-04 2022 13.41.16
      automatedcredit boiuk payment acc gb0000000055005 ev fp 19/04/22 387.45
      2,823.94 1403,ph737vhnuvc7nnep00 ouk020118080422 19,-04 2022 13.34.06
      automatedcredit kobiafcfp 15/04/222224 800.00 3,623.94 5jm4vjmxx35kyv3k9d
      automatedcredit boiuk payment acc gb0000000055005 ev fp 19/04/22 415.48
      4,039.42 1403,ph737vhnuvc7nevw00 ouk020575770422 19,-04 2022 13.55.09
      automatedcredit boi uk payment acc gb0000000055005 ev.fp 19/04/22 354.84
      4,394.26 1402.ph737vhnuvc7n2q700 ouk02047967042219,-04 2022 13.47.41
      automatedcredit kandasamykrentfp19/04/22 1515rp4679967135496100 500.00
      4,894.26 automatedcredit kobideliveryfp17/04/22 1445 450.00 5,344.26
      z5q12kqpp6q402rj4x online transaction universal expressjoyes 400.00
      4,944.26 mobile pymt online transaction sam accountants chandrasamy ltdvia
      mobile 60.00 4,884.26 pymtfp 15/04/2210 55204126388276000n online
      transaction afc new33joyes chicken.via 340.97 4,543.29 mobile pymtfp
      16/04/2210 37022435978074000n
inference: true
model-index:
  - name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2
    results:
      - task:
          type: text-classification
          name: Text Classification
        dataset:
          name: Unknown
          type: unknown
          split: test
        metrics:
          - type: accuracy
            value: 1
            name: Accuracy

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:

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

Model Details

Model Description

Model Sources

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'

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 -
0.0312 490 0.0001 -
0.0319 500 0.0001 -
0.0325 510 0.0002 -
0.0331 520 0.0004 -
0.0338 530 0.0002 -
0.0344 540 0.0001 -
0.0351 550 0.0 -
0.0357 560 0.0001 -
0.0363 570 0.0001 -
0.0370 580 0.0 -
0.0376 590 0.0001 -
0.0382 600 0.0 -
0.0389 610 0.0 -
0.0395 620 0.0 -
0.0402 630 0.0002 -
0.0408 640 0.0001 -
0.0414 650 0.0 -
0.0421 660 0.0001 -
0.0427 670 0.0001 -
0.0433 680 0.0 -
0.0440 690 0.0001 -
0.0446 700 0.0 -
0.0453 710 0.0001 -
0.0459 720 0.0 -
0.0465 730 0.0 -
0.0472 740 0.0 -
0.0478 750 0.0001 -
0.0484 760 0.0001 -
0.0491 770 0.0 -
0.0497 780 0.0 -
0.0504 790 0.0 -
0.0510 800 0.0 -
0.0516 810 0.0 -
0.0523 820 0.0 -
0.0529 830 0.0 -
0.0535 840 0.0 -
0.0542 850 0.0 -
0.0548 860 0.0 -
0.0555 870 0.0 -
0.0561 880 0.0 -
0.0567 890 0.0 -
0.0574 900 0.0 -
0.0580 910 0.0 -
0.0586 920 0.0 -
0.0593 930 0.0 -
0.0599 940 0.0 -
0.0606 950 0.0 -
0.0612 960 0.0 -
0.0618 970 0.0 -
0.0625 980 0.0 -
0.0631 990 0.0 -
0.0637 1000 0.0 0.0
0.0644 1010 0.0 -
0.0650 1020 0.0 -
0.0657 1030 0.0 -
0.0663 1040 0.0 -
0.0669 1050 0.0001 -
0.0676 1060 0.0 -
0.0682 1070 0.0 -
0.0688 1080 0.0 -
0.0695 1090 0.0 -
0.0701 1100 0.0 -
0.0708 1110 0.0 -
0.0714 1120 0.0 -
0.0720 1130 0.0 -
0.0727 1140 0.0 -
0.0733 1150 0.0 -
0.0739 1160 0.0 -
0.0746 1170 0.0 -
0.0752 1180 0.0 -
0.0759 1190 0.0 -
0.0765 1200 0.0 -
0.0771 1210 0.0 -
0.0778 1220 0.0 -
0.0784 1230 0.0 -
0.0790 1240 0.0 -
0.0797 1250 0.0 -
0.0803 1260 0.0 -
0.0810 1270 0.0 -
0.0816 1280 0.0 -
0.0822 1290 0.0 -
0.0829 1300 0.0 -
0.0835 1310 0.0 -
0.0841 1320 0.0 -
0.0848 1330 0.0 -
0.0854 1340 0.0 -
0.0861 1350 0.0 -
0.0867 1360 0.0 -
0.0873 1370 0.0 -
0.0880 1380 0.0 -
0.0886 1390 0.0 -
0.0892 1400 0.0 -
0.0899 1410 0.0 -
0.0905 1420 0.0 -
0.0912 1430 0.0 -
0.0918 1440 0.0 -
0.0924 1450 0.0 -
0.0931 1460 0.0 -
0.0937 1470 0.0 -
0.0943 1480 0.0 -
0.0950 1490 0.0 -
0.0956 1500 0.0 -
0.0963 1510 0.0 -
0.0969 1520 0.0 -
0.0975 1530 0.0 -
0.0982 1540 0.0 -
0.0988 1550 0.0 -
0.0994 1560 0.0 -
0.1001 1570 0.0 -
0.1007 1580 0.0 -
0.1014 1590 0.0 -
0.1020 1600 0.0 -
0.1026 1610 0.0 -
0.1033 1620 0.0 -
0.1039 1630 0.0 -
0.1045 1640 0.0 -
0.1052 1650 0.0 -
0.1058 1660 0.0 -
0.1065 1670 0.0 -
0.1071 1680 0.0 -
0.1077 1690 0.0 -
0.1084 1700 0.0 -
0.1090 1710 0.0 -
0.1096 1720 0.0 -
0.1103 1730 0.0 -
0.1109 1740 0.0 -
0.1116 1750 0.0 -
0.1122 1760 0.0 -
0.1128 1770 0.0 -
0.1135 1780 0.0 -
0.1141 1790 0.0 -
0.1147 1800 0.0 -
0.1154 1810 0.0 -
0.1160 1820 0.0 -
0.1166 1830 0.0 -
0.1173 1840 0.0 -
0.1179 1850 0.0 -
0.1186 1860 0.0 -
0.1192 1870 0.0 -
0.1198 1880 0.0 -
0.1205 1890 0.0 -
0.1211 1900 0.0 -
0.1217 1910 0.0 -
0.1224 1920 0.0 -
0.1230 1930 0.0 -
0.1237 1940 0.0 -
0.1243 1950 0.0 -
0.1249 1960 0.0 -
0.1256 1970 0.0 -
0.1262 1980 0.0 -
0.1268 1990 0.0 -
0.1275 2000 0.0 0.0
0.1281 2010 0.0 -
0.1288 2020 0.0 -
0.1294 2030 0.0 -
0.1300 2040 0.0 -
0.1307 2050 0.0 -
0.1313 2060 0.0 -
0.1319 2070 0.0 -
0.1326 2080 0.0 -
0.1332 2090 0.0 -
0.1339 2100 0.0 -
0.1345 2110 0.0 -
0.1351 2120 0.0 -
0.1358 2130 0.0 -
0.1364 2140 0.0 -
0.1370 2150 0.0 -
0.1377 2160 0.0 -
0.1383 2170 0.0 -
0.1390 2180 0.0 -
0.1396 2190 0.0 -
0.1402 2200 0.0 -
0.1409 2210 0.0 -
0.1415 2220 0.0 -
0.1421 2230 0.0 -
0.1428 2240 0.0 -
0.1434 2250 0.0 -
0.1441 2260 0.0 -
0.1447 2270 0.0 -
0.1453 2280 0.0 -
0.1460 2290 0.0 -
0.1466 2300 0.0 -
0.1472 2310 0.0 -
0.1479 2320 0.0 -
0.1485 2330 0.0 -
0.1492 2340 0.0 -
0.1498 2350 0.0 -
0.1504 2360 0.0 -
0.1511 2370 0.0 -
0.1517 2380 0.0 -
0.1523 2390 0.0 -
0.1530 2400 0.0 -
0.1536 2410 0.0 -
0.1543 2420 0.0 -
0.1549 2430 0.0 -
0.1555 2440 0.0 -
0.1562 2450 0.0 -
0.1568 2460 0.0 -
0.1574 2470 0.0 -
0.1581 2480 0.0 -
0.1587 2490 0.0 -
0.1594 2500 0.0 -
0.1600 2510 0.0 -
0.1606 2520 0.0 -
0.1613 2530 0.0 -
0.1619 2540 0.0 -
0.1625 2550 0.0 -
0.1632 2560 0.0 -
0.1638 2570 0.0 -
0.1645 2580 0.0 -
0.1651 2590 0.0 -
0.1657 2600 0.0 -
0.1664 2610 0.0 -
0.1670 2620 0.0 -
0.1676 2630 0.0 -
0.1683 2640 0.0 -
0.1689 2650 0.0 -
0.1696 2660 0.0 -
0.1702 2670 0.0 -
0.1708 2680 0.0 -
0.1715 2690 0.0 -
0.1721 2700 0.0 -
0.1727 2710 0.0 -
0.1734 2720 0.0 -
0.1740 2730 0.0 -
0.1747 2740 0.0 -
0.1753 2750 0.0 -
0.1759 2760 0.0 -
0.1766 2770 0.0 -
0.1772 2780 0.0 -
0.1778 2790 0.0 -
0.1785 2800 0.0 -
0.1791 2810 0.0 -
0.1798 2820 0.0 -
0.1804 2830 0.0 -
0.1810 2840 0.0 -
0.1817 2850 0.0 -
0.1823 2860 0.0 -
0.1829 2870 0.0 -
0.1836 2880 0.0 -
0.1842 2890 0.0 -
0.1849 2900 0.0 -
0.1855 2910 0.0 -
0.1861 2920 0.0 -
0.1868 2930 0.0 -
0.1874 2940 0.0 -
0.1880 2950 0.0 -
0.1887 2960 0.0 -
0.1893 2970 0.0 -
0.1900 2980 0.0 -
0.1906 2990 0.0 -
0.1912 3000 0.0 0.0
0.1919 3010 0.0 -
0.1925 3020 0.0 -
0.1931 3030 0.0 -
0.1938 3040 0.0 -
0.1944 3050 0.0 -
0.1951 3060 0.0 -
0.1957 3070 0.0 -
0.1963 3080 0.0 -
0.1970 3090 0.0 -
0.1976 3100 0.0 -
0.1982 3110 0.0 -
0.1989 3120 0.0 -
0.1995 3130 0.0 -
0.2002 3140 0.0 -
0.2008 3150 0.0 -
0.2014 3160 0.0 -
0.2021 3170 0.0 -
0.2027 3180 0.0 -
0.2033 3190 0.0 -
0.2040 3200 0.0 -
0.2046 3210 0.0 -
0.2053 3220 0.0 -
0.2059 3230 0.0 -
0.2065 3240 0.0 -
0.2072 3250 0.0 -
0.2078 3260 0.0 -
0.2084 3270 0.0 -
0.2091 3280 0.0 -
0.2097 3290 0.0 -
0.2104 3300 0.0 -
0.2110 3310 0.0 -
0.2116 3320 0.0 -
0.2123 3330 0.0 -
0.2129 3340 0.0 -
0.2135 3350 0.0 -
0.2142 3360 0.0 -
0.2148 3370 0.0 -
0.2155 3380 0.0 -
0.2161 3390 0.0 -
0.2167 3400 0.0 -
0.2174 3410 0.0 -
0.2180 3420 0.0 -
0.2186 3430 0.0 -
0.2193 3440 0.0 -
0.2199 3450 0.0 -
0.2206 3460 0.0 -
0.2212 3470 0.0 -
0.2218 3480 0.0 -
0.2225 3490 0.0 -
0.2231 3500 0.0 -
0.2237 3510 0.0 -
0.2244 3520 0.0 -
0.2250 3530 0.0 -
0.2257 3540 0.0 -
0.2263 3550 0.0 -
0.2269 3560 0.0 -
0.2276 3570 0.0 -
0.2282 3580 0.0 -
0.2288 3590 0.0 -
0.2295 3600 0.0 -
0.2301 3610 0.0 -
0.2307 3620 0.0 -
0.2314 3630 0.0 -
0.2320 3640 0.0 -
0.2327 3650 0.0 -
0.2333 3660 0.0 -
0.2339 3670 0.0 -
0.2346 3680 0.0 -
0.2352 3690 0.0 -
0.2358 3700 0.0 -
0.2365 3710 0.0 -
0.2371 3720 0.0 -
0.2378 3730 0.0 -
0.2384 3740 0.0 -
0.2390 3750 0.0 -
0.2397 3760 0.0 -
0.2403 3770 0.0 -
0.2409 3780 0.0 -
0.2416 3790 0.0 -
0.2422 3800 0.0 -
0.2429 3810 0.0 -
0.2435 3820 0.0 -
0.2441 3830 0.0 -
0.2448 3840 0.0 -
0.2454 3850 0.0 -
0.2460 3860 0.0 -
0.2467 3870 0.0 -
0.2473 3880 0.0 -
0.2480 3890 0.0 -
0.2486 3900 0.0 -
0.2492 3910 0.0 -
0.2499 3920 0.0 -
0.2505 3930 0.0 -
0.2511 3940 0.0 -
0.2518 3950 0.0 -
0.2524 3960 0.0 -
0.2531 3970 0.0 -
0.2537 3980 0.0 -
0.2543 3990 0.0 -
0.2550 4000 0.0 0.0
0.2556 4010 0.0 -
0.2562 4020 0.0 -
0.2569 4030 0.0 -
0.2575 4040 0.0 -
0.2582 4050 0.0 -
0.2588 4060 0.0 -
0.2594 4070 0.0 -
0.2601 4080 0.0 -
0.2607 4090 0.0 -
0.2613 4100 0.0 -
0.2620 4110 0.0 -
0.2626 4120 0.0 -
0.2633 4130 0.0 -
0.2639 4140 0.0 -
0.2645 4150 0.0 -
0.2652 4160 0.0 -
0.2658 4170 0.0 -
0.2664 4180 0.0 -
0.2671 4190 0.0 -
0.2677 4200 0.0 -
0.2684 4210 0.0 -
0.2690 4220 0.0 -
0.2696 4230 0.0 -
0.2703 4240 0.0 -
0.2709 4250 0.0 -
0.2715 4260 0.0 -
0.2722 4270 0.0 -
0.2728 4280 0.0 -
0.2735 4290 0.0 -
0.2741 4300 0.0 -
0.2747 4310 0.0 -
0.2754 4320 0.0 -
0.2760 4330 0.0 -
0.2766 4340 0.0 -
0.2773 4350 0.0 -
0.2779 4360 0.0 -
0.2786 4370 0.0 -
0.2792 4380 0.0 -
0.2798 4390 0.0 -
0.2805 4400 0.0 -
0.2811 4410 0.0 -
0.2817 4420 0.0 -
0.2824 4430 0.0 -
0.2830 4440 0.0 -
0.2837 4450 0.0 -
0.2843 4460 0.0 -
0.2849 4470 0.0 -
0.2856 4480 0.0 -
0.2862 4490 0.0 -
0.2868 4500 0.0 -
0.2875 4510 0.0 -
0.2881 4520 0.0 -
0.2888 4530 0.0 -
0.2894 4540 0.0 -
0.2900 4550 0.0 -
0.2907 4560 0.0 -
0.2913 4570 0.0 -
0.2919 4580 0.0 -
0.2926 4590 0.0 -
0.2932 4600 0.0 -
0.2939 4610 0.0 -
0.2945 4620 0.0 -
0.2951 4630 0.0 -
0.2958 4640 0.0 -
0.2964 4650 0.0 -
0.2970 4660 0.0 -
0.2977 4670 0.0 -
0.2983 4680 0.0 -
0.2990 4690 0.0 -
0.2996 4700 0.0 -
0.3002 4710 0.0 -
0.3009 4720 0.0 -
0.3015 4730 0.0 -
0.3021 4740 0.0 -
0.3028 4750 0.0 -
0.3034 4760 0.0 -
0.3041 4770 0.0 -
0.3047 4780 0.0 -
0.3053 4790 0.0 -
0.3060 4800 0.0 -
0.3066 4810 0.0 -
0.3072 4820 0.0 -
0.3079 4830 0.0 -
0.3085 4840 0.0 -
0.3092 4850 0.0 -
0.3098 4860 0.0 -
0.3104 4870 0.0 -
0.3111 4880 0.0 -
0.3117 4890 0.0 -
0.3123 4900 0.0 -
0.3130 4910 0.0 -
0.3136 4920 0.0 -
0.3143 4930 0.0 -
0.3149 4940 0.0 -
0.3155 4950 0.0 -
0.3162 4960 0.0 -
0.3168 4970 0.0 -
0.3174 4980 0.0 -
0.3181 4990 0.0 -
0.3187 5000 0.0 0.0
0.3194 5010 0.0 -
0.3200 5020 0.0 -
0.3206 5030 0.0 -
0.3213 5040 0.0 -
0.3219 5050 0.0 -
0.3225 5060 0.0 -
0.3232 5070 0.0 -
0.3238 5080 0.0 -
0.3245 5090 0.0 -
0.3251 5100 0.0 -
0.3257 5110 0.0 -
0.3264 5120 0.0 -
0.3270 5130 0.0 -
0.3276 5140 0.0 -
0.3283 5150 0.0 -
0.3289 5160 0.0 -
0.3296 5170 0.0 -
0.3302 5180 0.0 -
0.3308 5190 0.0 -
0.3315 5200 0.0 -
0.3321 5210 0.0 -
0.3327 5220 0.0 -
0.3334 5230 0.0 -
0.3340 5240 0.0 -
0.3347 5250 0.0 -
0.3353 5260 0.0 -
0.3359 5270 0.0 -
0.3366 5280 0.0 -
0.3372 5290 0.0 -
0.3378 5300 0.0 -
0.3385 5310 0.0 -
0.3391 5320 0.0 -
0.3398 5330 0.0 -
0.3404 5340 0.0 -
0.3410 5350 0.0 -
0.3417 5360 0.0 -
0.3423 5370 0.0 -
0.3429 5380 0.0 -
0.3436 5390 0.0 -
0.3442 5400 0.0 -
0.3448 5410 0.0 -
0.3455 5420 0.0 -
0.3461 5430 0.0 -
0.3468 5440 0.0 -
0.3474 5450 0.0 -
0.3480 5460 0.0 -
0.3487 5470 0.0 -
0.3493 5480 0.0 -
0.3499 5490 0.0 -
0.3506 5500 0.0 -
0.3512 5510 0.0 -
0.3519 5520 0.0 -
0.3525 5530 0.0 -
0.3531 5540 0.0 -
0.3538 5550 0.0 -
0.3544 5560 0.0 -
0.3550 5570 0.0 -
0.3557 5580 0.0 -
0.3563 5590 0.0 -
0.3570 5600 0.0 -
0.3576 5610 0.0 -
0.3582 5620 0.0 -
0.3589 5630 0.0 -
0.3595 5640 0.0 -
0.3601 5650 0.0 -
0.3608 5660 0.0 -
0.3614 5670 0.0 -
0.3621 5680 0.0 -
0.3627 5690 0.0 -
0.3633 5700 0.0 -
0.3640 5710 0.0 -
0.3646 5720 0.0 -
0.3652 5730 0.0 -
0.3659 5740 0.0 -
0.3665 5750 0.0 -
0.3672 5760 0.0 -
0.3678 5770 0.0 -
0.3684 5780 0.0 -
0.3691 5790 0.0 -
0.3697 5800 0.0 -
0.3703 5810 0.0 -
0.3710 5820 0.0 -
0.3716 5830 0.0 -
0.3723 5840 0.0 -
0.3729 5850 0.0 -
0.3735 5860 0.0 -
0.3742 5870 0.0 -
0.3748 5880 0.0 -
0.3754 5890 0.0 -
0.3761 5900 0.0 -
0.3767 5910 0.0 -
0.3774 5920 0.0 -
0.3780 5930 0.0 -
0.3786 5940 0.0 -
0.3793 5950 0.0 -
0.3799 5960 0.0 -
0.3805 5970 0.0 -
0.3812 5980 0.0 -
0.3818 5990 0.0 -
0.3825 6000 0.0 0.0
0.3831 6010 0.0 -
0.3837 6020 0.0 -
0.3844 6030 0.0 -
0.3850 6040 0.0 -
0.3856 6050 0.0 -
0.3863 6060 0.0 -
0.3869 6070 0.0 -
0.3876 6080 0.0 -
0.3882 6090 0.0 -
0.3888 6100 0.0 -
0.3895 6110 0.0 -
0.3901 6120 0.0 -
0.3907 6130 0.0 -
0.3914 6140 0.0 -
0.3920 6150 0.0 -
0.3927 6160 0.0 -
0.3933 6170 0.0 -
0.3939 6180 0.0 -
0.3946 6190 0.0 -
0.3952 6200 0.0 -
0.3958 6210 0.0 -
0.3965 6220 0.0 -
0.3971 6230 0.0 -
0.3978 6240 0.0 -
0.3984 6250 0.0 -
0.3990 6260 0.0 -
0.3997 6270 0.0 -
0.4003 6280 0.0 -
0.4009 6290 0.0 -
0.4016 6300 0.0 -
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  • 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}
}