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---
library_name: setfit
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
metrics:
- accuracy
widget:
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pipeline_tag: text-classification
inference: true
base_model: BAAI/bge-small-en-v1.5
model-index:
- name: SetFit with BAAI/bge-small-en-v1.5
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: accuracy
value: 1.0
name: Accuracy
---
# SetFit with BAAI/bge-small-en-v1.5
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) 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](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.
## Model Details
### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 6 classes
<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### Model Sources
- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
### Model Labels
| Label | Examples |
|:------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------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| 2 | <ul><li>'<s_cord-v2><s_menu><s_nm> DUDHALA ROAD LINES</s_nm><s_num> P.O. HILLArud. Dstc Sambalum</s_nm><s_num> JCHOCOLOGY</s_num><s_price> SUSHI<s_etc> 3834</s_etc></s_sub_total><s_total><s_total_price> 19,942</s_total_price><s_total_etc> 19,94</s_total_etc><s_emoneyprice> 19,942</s_total_etc><s_emoneyprice> 19,942</s_total_etc><s_emoneyprice> 19,942</s_total_etc><s_emoneyprice> 19,942</s_total_etc></s_total>'</li><li>'<s_cord-v2><s_menu><s_nm> SAMALESWARI CONSTRUCTION</s_nm><s_num> ATB-BUDAKATA PO GADAMUNDA</s_nm><s_num> ATB-</s_num><s_price> NO.9182452</s_price><sep/><s_nm> HIRAKUDA DONG SAMBALPUR</s_nm><s_num> AYAX INVOLICE</s_nm><s_num> details of recebid (Gliquid)</s_nm><s_num> DATAX ENVOLICE</s_nm><s_num> HANDACOLOGUSTRIC THO (SSUGUNDAER RULA LAXG</s_nm><s_num> GAT-QGUTQGUTQGUTQGUTQULAR<sep/><s_nm> WIRAKU POWER</s_nm><s_num> APT/PO HIRAKJUD</s_nm><s_num> DIST SAMBALPUR -GRO16</s_nm><s_num> SC/APP/2020</s_num><s_price> SATE CADE</s_nm><s_num> 21</s_num><s_price> 17.0.2.020</s_price><sep/><s_nm> STNI : NAYOCH201AZZ</s_nm><s_num> P/PO/SPU/GPU/GJP/QUA/GGY2<sep/><s_nm> DETAILS O COSINGE (HIPPED)</s_nm><s_num> P. DATE</s_nm><s_num> P. DATE</s_nm><s_num> P.O. DATE</s_nm><s_num> JANCE ISI SAMBABUUR -76816 ORISHA.</s_nm><s_num> 01.07.202</s_num><s_price> 31.07.202</s_price><sep/><s_nm> SLI</s_nm><s_num> N.O. SEVRICE DESCRIPTON</s_nm><s_num> JUM MATE TAXABLE VALUE</s_nm><s_num> 196</s_num><s_price> 49,12.16</s_price></s_menu><s_sub_total><s_subtotal_price> 49,12216</s_subtotal_price><s_discount_price> 49,12.16</s_discount_price><s_tax_price> 49,12.16</s_tax_price></s_sub_total><s_total><s_total_price> 49,12.16</s_total_price><s_total_etc> 49,12.16</s_total_etc><s_changeprice> 49,12.16</s_changeprice><s_creditcardprice> 49,12.16</s_creditcardprice></s_total>'</li><li>'<s_cord-v2><s_menu><s_nm> Aklacs Coocor</s_nm><s_num> Recipient</s_nm><s_num> Custusmer N. Innovaice Date</s_nm><s_num> P/PO/S/LIVALIG<sep/><s_nm> FL21713614</s_num><s_price> Order No. 1/2</s_price><sep/><s_nm> FK21713614</s_num><s_price> 1/2</s_price><sep/><s_nm> SKIPT To</s_nm><s_num> SPICY/LIG201A</s_nm><s_num> BIHTO</s_nm><s_num> HUNDALCO INJUSTRIES LIMITED</s_nm><s_num> HIRAKU POWER HIRAKU DIST. SAMBALPUR POWER</s_nm><s_num> HIRAKU DIST.SAMBALPUR 768016 Oishoe GST N. 21AACH120R122</s_nm><s_num> JINJAK DIST.SAMBALPUR 768016 Oishoe</s_nm><s_num> JIRAKU DIST.SAMBALPUR GST Nzkachi2<s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER<s_num> JINJAKU DIST.SAMBALPUR 768016 Oisho GST Neiros</s_nm><s_num> JER<s_num> JER</s_nm><s_num> JER<s_num> JERYAPU POWER HIRAKU DIST.SAMBALPUR 768016 Oisho GST Neiros</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JERKE JER</s_nm><s_num> JERKE JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERGE JERKE JER</s_nm><s_num> JERGE JERKE JERGE JERKE JERGET</s_nm><s_num> JERKE JERKE JERKE JERGET</s_nm><s_num> JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JER '</li></ul> |
| 4 | <ul><li>'<s_cord-v2><s_menu><s_nm> MATERIAL BRECEIPT REPORT</s_nm><s_unitprice> 16/15-16</s_unitprice><s_cnt> 3</s_cnt><s_price> 516/0857</s_price><sep/><s_nm> challan Nc</s_nm><sep/><s_nm> Cheliant Nc Offe HER/ANGEcitot Date 24-JUN-IS</s_nm><s_cnt> 1</s_cnt><s_price> 24-405</s_price><sep/><s_nm> Consiminent Date:</s_nm><s_cnt> 3</s_cnt><s_price> 90.00</s_price><sep/><s_nm> PO Nc. S/PO/MEN/1516/0029</s_nm><s_unitprice> PO DATE: 06-APR-11</s_unitprice><s_cnt> 1</s_cnt><s_price> 06-482</s_price><sep/><s_nm> Wador Name : UNITED ENTERPATSES</s_nm></s_sub><sep/><s_nm> ITEM /</s_nm><s_unitprice> @quantity Value</s_nm><s_cnt> 1</s_cnt><sep/><s_nm> S. DESCriction/ Received Retiect Delivered Retur</s_nm><s_cnt> 1</s_cnt><s_price> (R).)</s_price><sep/><s_nm> Ducci138</s_cnt><s_price> 900.00</s_price><sep/><s_nm> SUPPLY OE POLY BAG (GAUGE-150)</s_nm><s_unitprice> KG</s_nm><s_unitprice> @0.000</s_unitprice><s_cnt> 1</s_cnt><s_price> BOTOM HOLE. NATURAL WHITE. SIZE:</s_nm><s_num> JERITE</s_nm><s_num> JERITE</s_nm><s_num> JUN-FN-</s_num><s_price> 4500.00</s_price><sep/><s_nm> DIST. QTY/CC</s_nm><s_num> 50.000</s_unitprice><s_cnt> 1</s_cnt><s_price> 94500.00</s_price><sep/><s_nm> B13644CL</s_nm><s_num> 81364</s_num><s_price> 94500.00</s_price></s_menu><s_sub_total><s_subtotal_price> 94500.00</s_subtotal_price><s_discount_price> 94500.00</s_discount_price><s_service_price> 1</s_etc></s_sub_total><s_total><s_total_price> 94500.00</s_total_price><s_cashprice> 94500.00</s_cashprice><s_menuqty_cnt> 1</s_menuqty_cnt></s_total>'</li><li>'<s_cord-v2><s_menu><s_nm> MATERIAL REGENT</s_nm><s_cnt> x</s_cnt><s_discountprice> 14,000</s_discountprice><s_price> 14,000</s_price><sep/><s_nm> MARI/Requip Nc</s_nm><s_cnt> x</s_cnt><s_discountprice> 14,000</s_discountprice><s_price> 14,000</s_price><sep/><s_nm> MARI/Requip CHOCOPICY MURRICapplaus &HACTA MURRICapplaus &HACTA Cosignment Nc</s_nm><s_discountprice> 150,000</s_discountprice><s_price> Rp. 0</s_price><sep/><s_nm> PO Dlace 23.Jun-16</s_nm><s_price> Rp. 0</s_price><sep/><s_nm> Pollow 23.902</s_price><sep/><s_nm> Pollow Late</s_nm><s_cnt> x</s_cnt><s_discountprice> 1<sep/><s_nm> Vadomine & CENTRAL COALIFELDS LIMITED</s_nm><s_cnt> x</s_cnt><sep/><s_nm> WGWGWG SUNDA:</s_nm></s_sub><sep/><s_nm> Dlace 31-AUG-16</s_nm><s_price> Rate. 20</s_price><sep/><s_nm> ItemCodei Destroy</s_nm><s_discountprice> -</s_discountprice><s_price> Value (Ks.)</s_price><sep/><s_nm> SLI. Destroycine Destroyce</s_nm><s_discountprice> MOMO</s_nm><s_unitprice> 0.00</s_unitprice><s_cnt> x</s_cnt><s_discountprice> 1396.00</s_discountprice><s_price> 55.00</s_price><sep/><s_nm> COAL FROM WHURRY</s_nm><s_unitprice> @020.00</s_unitprice><s_cnt> 1</s_cnt><s_discountprice> 1376.00</s_discountprice><s_price> 15706.00</s_price><sep/><s_nm> EAVACUTON FACTULITY</s_nm><s_unitprice> 333.50</s_unitprice><s_cnt> 1.00</s_cnt><s_price> 2319.00</s_price></s_menu><s_sub_total><s_subtotal_price> 1397.00</s_subtotal_price><s_discount_price> 1</s_discount_price><s_service_price> 0</s_discount_price><s_service_price> 13.90</s_service_price><s_tax_price> 7.00<sep/> 0<sep/> 137813.00</s_tax_price><s_etc> 336.00<sep/> 336.002.018</s_etc></s_sub_total><s_total><s_total_price> 9776</s_total_price><s_cashprice> -Philage )</s_cashprice></s_total>'</li><li>'<s_cord-v2><s_menu><s_nm> WAYSTAL BRECEIPP REPWARI</s_nm><s_unitprice> @8212</s_unitprice><s_cnt> 3</s_cnt><s_price> 516,0312</s_price><sep/><s_nm> Challan Water MRR.Receiot Nc MRR./Beceiot Date 18 MAY 15</s_nm><s_cnt> 3</s_cnt><s_price> 18-16</s_price><sep/><s_nm> Consiment Nc</s_nm><s_unitprice> @0 Mgc. SPO.NETH.15</s_nm><s_unitprice> @MMY 2C MAY 201S</s_nm><s_unitprice> PO DATE: H-MAT - 1516,012</s_cnt><s_price> :516,012</s_price><sep/><s_nm> Vendone WB. ENTERPISED</s_nm><s_unitprice> @MEN /</s_cnt><s_price> 15000</s_price><sep/><s_nm> SILI Discription Roceived Befect Delivered Betun</s_nm><s_unitprice> @Mini @Ms)</s_unitprice><s_cnt> 1</s_cnt><s_price> (G)</s_price><sep/><s_nm> DOCHU334</s_num><s_unitprice> @M3144.000</s_unitprice><s_cnt> 1</s_cnt><s_discountprice> 5.00</s_discountprice><s_price> 14720.00</s_price><sep/><s_nm> SUPPOY OM NSP-BOOKED SALIK</s_nm><s_unitprice> @Mc<s_sub_total><s_subtotal_price> 1473.00</s_subtotal_price><s_discount_price> ISIIR</s_nm><s_unitprice> 13.50</s_unitprice><s_cnt> 1</s_cnt><s_price> 188.20</s_price><sep/><s_nm> STEAMENUTTY ISIRM AQUAY 1575</s_nm><s_unitprice> @MINEKOE</s_nm><s_unitprice> @MITE</s_nm><s_unitprice> @MITEGUTJCC</s_unitprice><s_cnt> 1</s_cnt><s_price> 997.20</s_price></s_menu><s_sub_total><s_subtotal_price> 16707.20</s_subtotal_price><s_discount_price> 16707.20</s_discount_price><s_service_price> 2484</s_subtotal_price><s_discount_price> 16707.20</s_discount_price><s_service_price> 34260NC</s_nm><s_unitprice> @Mc</s_etc></s_sub_total><s_total><s_total_price> 16707.20</s_total_price><s_creditcardprice> 16707.20</s_creditcardprice><s_menuqty_cnt> 1</s_menuqty_cnt></s_total>'</li></ul> |
| 0 | <ul><li>'<s_cord-v2><s_menu><s_nm> TEAPTIA LAWIST TEMPTIC</s_nm><s_price> TWINST</s_nm><s_num> LAWING ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND IS'</li><li>'<s_cord-v2><s_menu><s_nm> SHINKASHI Enterprises</s_nm><s_unitprice> 76005</s_unitprice><s_cnt> 1</s_cnt><s_price> 76005 (Odisho)</s_nm></s_sub><sep/><s_nm> Ccl: 04370 5884.04870</s_num><s_unitprice> Call:09370</s_unitprice><s_cnt> 1</s_cnt><s_price> 381</s_price><sep/><s_nm> TN: 2184301455</s_nm><s_unitprice> 9401455</s_unitprice><s_cnt> 1</s_cnt><s_price> 381</s_price><sep/><s_nm> CERTIFICATE OF UTILIZA ION OF ASH</s_nm><s_unitprice> 950. SHIVKASHI ENTERPRISE</s_nm><s_unitprice> -</s_unitprice><s_cnt> 1</s_cnt><s_discountprice> - Sambalpur</s_nm><s_unitprice> -</s_unitprice><s_cnt> 1</s_cnt><s_price> 38.08</s_price><sep/><s_nm> manufacturer of fly ash bricks have received</s_nm><s_unitprice> 488.08</s_unitprice><s_cnt> 1</s_cnt><s_price> Ton</s_price><sep/><s_nm> fly ash from M/s</s_nm><s_unitprice> Hindualco Industries Ltd Hirahud</s_nm><s_unitprice> 950.00</s_unitprice><s_cnt> 1</s_cnt><sep/><s_nm> M/s JAIDURGA CONSTRUCTION Hirahud</s_nm><s_unitprice> have utilizes itin</s_nm><s_unitprice> 0</s_unitprice><s_cnt> 1</s_cnt><s_price> Hirakud</s_price><sep/><s_nm> NOVEMBER-2020</s_nm><s_unitprice> and have utilizes</s_nm><s_unitprice> 52.028</s_unitprice><s_cnt> 1</s_cnt><s_price> it</s_price><sep/><s_nm> manufacturing of fly ash Bricks or</s_nm><s_unitprice> Blocks.</s_nm><s_unitprice> 940</s_unitprice><s_cnt> 1</s_cnt><s_price> 0c/m/20</s_cnt><s_price> 529.=</s_price><sep/><s_nm> FOR SHKASHI ENTERPRISES DESIgnation -</s_nm><s_unitprice> 9c/m/no</s_cnt><s_price> 0c/m/no</s_cnt><s_price> 0c/m/no</s_cnt><s_price> 0c/m/no</s_creditcardprice></s_total>'</li><li>'<s_cord-v2><s_menu><s_nm> HANDALCO INDUSTRIES LITD., HIRA KD POWER</s_nm><sep/> SUSHI WICK BRIOGE</s_nm><s_num> ASH</s_nm><s_num> PREMING DATE BAGE NUMGER</s_nm><s_num> SING TAKING LDATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE D'</li></ul> |
| 5 | <ul><li>'<s_cord-v2><s_menu><s_nm> MCL</s_nm><s_unitprice> 150,000</s_unitprice><s_cnt> 1</s_cnt><s_price> AMONG</s_nm><s_unitprice> 15,000</s_unitprice><s_cnt> 1</s_cnt><s_price> 3,000</s_price><sep/><s_nm> AQUALIZE VASCE CHOCO SPICK VASCE CHOCO SPICK CHOCO SPICK CHOCO SPICK CHOCO SPICK CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SPICK CHOCO SPICK CHOCOCO SPICK CHOCOCO CHOCOCOCO CHOCOCOCO CHOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCO'</li><li>'<s_cord-v2><s_menu><s_nm> (CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCO CHOCOCO CHOCOCO CHOCO CHOCOCO CHOCO CHOCOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO 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| 3 | <ul><li>'<s_cord-v2><s_menu><s_nm> ADITYA BIRLA UNDALCO IN DUSTRIES LIMITED</s_nm><s_unitprice> BIRLA</s_unitprice><s_cnt> BIRLA</s_cnt><s_price> UNDALCO 이미지S LIMITED</s_price><sep/><s_nm> HIRAKUD POWER / SWELETER</s_nm><s_unitprice> -Payment Order</s_nm><s_unitprice> -</s_cnt><sep/><s_nm> SUNDAYE</s_nm><s_unitprice> @yme<sep/><s_nm> Intangelor SHITH</s_nm><s_unitprice> @S.Code No. DgBS</s_nm><s_unitprice> @Rymonym<sep/><s_nm> by Cash/Cheque/D. D./Transfere summer of R.e. 17,8,000L</s_nm><s_unitprice> @.P.V.N.N.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.'</li><li>'<s_cord-v2><s_menu><s_nm> ADITYA BIRLA</s_nm><s_unitprice> AINDALCO INDUSTRIES LIMITED</s_nm><s_unitprice> HITAKUD POWER</s_nm></s_sub><sep/><s_nm> PAYMENT ORDER</s_nm><s_num> JINDAICE</s_nm><s_num> HP-2001-A966</s_num><s_unitprice> SUSHILITY</s_nm><s_num> HP-2001-</s_num><s_unitprice> 20,000</s_unitprice><s_cnt> (Adores)</s_nm><s_num> Coch Vi.Ho. 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A.M.M.M.M</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 1.00</s_cnt><s_price> Rp. 0.154.00</s_price></s_menu><s_sub_total><s_subtotal_price> R.M.M.M.M</s_nm><s_unitprice> 90.00</s_subtotal_price><s_discount_price> 0.00<sep/><s_nm> Cheque Nue</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 2.00.00</s_cnt><s_discountprice> 1,154.00</s_discountprice><s_price> 1,154.00</s_price><sep/><s_nm> SATE Bunk of HUNDA</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 2.00.00</s_cnt><s_price> Rp. 0.154.00</s_price><sep/><s_nm> NONAG SAMBURURURURURURURURURURURURURURURURURURURURURG-11</s_nm><s_unitprice> 98.00</s_unitprice><s_cnt> 2.00.00</s_cnt><s_discountprice>.00.00<sep/><s_nm> Bunk Sambalbur</s_nm><s_unitprice> ICEBI.00ml</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 2.00</s_cnt><s_price> Rp. 1,154.00</s_price><sep/><s_nm> IOBI.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.00</s_subtotal_price></s_sub_total><s_total><s_total_price> Signature</s_nm><s_unitprice> 9gnature</s_total_price><s_cashprice> 9mont</s_cashprice></s_total>'</li></ul> |
| 1 | <ul><li>'<s_cord-v2><s_menu><s_nm> UNDALCO INDUSTRIES LIMITED</s_nm><s_price> SUBCE Cock &LQUEN HENDARD POREH HWGUSTAG BUST SAMPURA (ONG)</s_nm><sep/><s_nm> SHRONE CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA C'</li><li>'<s_cord-v2><s_menu><s_nm> HUNDALCO 이미지S LINITED</s_nm><s_price> GSTING 214,000</s_price><sep/><s_nm> HANDALED POWER HAKE DIGIST SUNDAPUR ORIGHO</s_nm><s_price> SUSHIGUR PURCHASE ORDER</s_nm><sep/><s_nm> WHINE JAYARAM SAMU</s_nm><s_price> 31.000</s_price><sep/><s_nm> MANUPURA</s_nm><s_unitprice> Oxce Tw PUNCHONGE SUSHIGANGKANUMAGPURA</s_nm><s_unitprice> @MAMAGUR ORIGNA NONA TEAG CHOCOCO JAVANAG</s_nm><s_price> SUSHIGNAQUALINGGA HANGKAG.POWER</s_nm><s_discountprice> SUSHIG SUNDAYE</s_nm><s_discountprice> SUSHIGNAQUALIZE</s_nm><s_discountprice> SUSHIG</s_nm><s_price> SUSHIGNAQUALIZE<sep/><s_nm> RENG MANGORE</s_nm><s_unitprice> @Mc)</s_unitprice><s_cnt> 1</s_cnt><s_price> 1636</s_price><sep/><s_nm> SUNDAY</s_nm><s_discountprice> SUSHIGHOUSHINGGA SPICY</s_nm><s_discountprice> SUSHIGNA</s_nm><s_price> 12/04.8</s_price><sep/><s_nm> SUSHIGHOUSHINGGA SPICY</s_nm><s_price> 12/04.8</s_price><sep/><s_nm> SUSHIGUTHOUSHINGGA SPICY</s_nm><s_unitprice> @Minia<s_discountprice> SUSHIGUTHOUSHI</s_nm><s_unitprice> @MINAGUTHOUSHIKOMOMON</s_nm><s_unitprice> @MINAGUTHOUSHIKOMOMON</s_nm><s_unitprice> @MINAGUTHOUSHIKOMOMON</s_nm><s_unitprice> @MINAGUTHOUSHIKOMOMON</s_nm><s_unitprice> @Mcxgm<s_discountprice> SUSHINGGANGU</s_nm><s_unitprice> @Mcxgm301<sep/><s_nm> SUSHINGGANGHOUSHIKONG SUSHINGGANGHOUSHIKONG</s_nm><s_unitprice> @Mcxgm301</s_cnt><s_price> 16/36</s_price><sep/><s_nm> SUSHINGGANGHOUSHINGGANG</s_nm><s_unitprice> @Mc)</s_unitprice><s_cnt> 1</s_cnt><s_price> 16/36<sep/><s_nm> SUSHINGGANG TWYPICPICPICPICPICPICPICPICPICPICPICGUTGHONG SUSHINGGANG SUSHINGGANG SUSHINGGANG TEA LATHOUSHINGGANG</s_nm><s_unitprice> @M</s_nm><s_unitprice> @Mc<s_unitprice> @Mcxgm3mMc SUSHINGGANGHONGYE</s_nm><s_unitprice> @M</s_nm><s_unitprice> @Mcxgm<s_unitprice> @Mcxgm3m3m3m2m<s_discountprice> SUSHINGGANGHONGY</s_nm><s_price> 12/36.0m3m3m2m2m2m2m2m2m2m2<sep/><s_nm> SUSHINGGANG SUSHINGGANG SUSHINGGANG SUSHINGGANG TWICE SUSHINGGANG SUSHINGGANG TEA LATHOUSHINGGANG SUSHINGGANG SUSHINGGANG SUSHINGGANG SUSHINGGANG TALLINGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGANGGAMING SUSHINGGAMNGGAMNGGAMNGGAMNGGAMNGGAM</s_nm><s_unitprice> @M<sep/><s_nm> SUSHINGGAMPICPICPICYE</s_nm><s_unitprice> @MPICGUTHONG SUSHINGGAM</s_nm><s_unitprice> @M</s_nm><s_unitprice> @MPICGUTGUTGUTGUTGUTGUTGHONG SUSHINGGAM</s_nm><s_unitprice> @M</s_nm><s_unitprice> @MITE 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## Evaluation
### Metrics
| Label | Accuracy |
|:--------|:---------|
| **all** | 1.0 |
## Uses
### Direct Use for Inference
First install the SetFit library:
```bash
pip install setfit
```
Then you can load this model and run inference.
```python
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("Gopal2002/setfit_finetune_6class")
# Run inference
preds = model("<s_cord-v2><s_menu><s_nm> SERVICE BILL</s_nm><s_num> Vendur JAIDURGA CONSTRUCTION (J123)</s_nm><s_num> Receip/GSTING</s_num><s_price> Receipt Date PO No. Incentre & Penalty</s_nm><s_num> WG Value</s_nm><s_num> P/MR/S/V2021</s_num><s_unitprice> 24397.36</s_unitprice><s_cnt> 10.00</s_cnt><s_price> 41032.0</s_price><sep/><s_nm> 18H-RVET-I/20</s_nm><s_num> 28 DEC-2020</s_nm><s_num> 18H</s_num><s_price> 41932.00</s_price><sep/><s_nm> Forwarded By BKBAL</s_nm><s_num> 10/012002.0021.0021.0021.0021.0021.0021.0021.0021.0021.0021<sep/><s_nm> S.K D.E.00</s_nm><s_num> 11/01.21</s_num><s_price> 13/01.00</s_price><sep/><s_nm> AKOWEEDI A&M.0014.0014</s_subtotal_price><s_discount_price> 13/01).00</s_discount_price><s_service_price> 13/01).00</s_service_price><s_tax_price> 16/612.0)</s_tax_price></s_sub_total><s_total><s_total_price> 41932.00</s_total_price><s_cashprice> 41932.00</s_cashprice><s_changeprice> 40</s_changeprice><s_creditcardprice> 41932.00</s_creditcardprice></s_total>")
```
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## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:---------|:----|
| Word count | 5 | 136.4444 | 763 |
| Label | Training Sample Count |
|:------|:----------------------|
| 0 | 30 |
| 1 | 24 |
| 2 | 28 |
| 3 | 16 |
| 4 | 24 |
| 5 | 22 |
### Training Hyperparameters
- batch_size: (32, 32)
- num_epochs: (2, 2)
- 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: 42
- eval_max_steps: -1
- load_best_model_at_end: False
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:------:|:----:|:-------------:|:---------------:|
| 0.0019 | 1 | 0.3143 | - |
| 0.0931 | 50 | 0.2117 | - |
| 0.1862 | 100 | 0.1418 | - |
| 0.2793 | 150 | 0.0511 | - |
| 0.3724 | 200 | 0.016 | - |
| 0.4655 | 250 | 0.0087 | - |
| 0.5587 | 300 | 0.0052 | - |
| 0.6518 | 350 | 0.0029 | - |
| 0.7449 | 400 | 0.0031 | - |
| 0.8380 | 450 | 0.0021 | - |
| 0.9311 | 500 | 0.0023 | - |
| 1.0242 | 550 | 0.0016 | - |
| 1.1173 | 600 | 0.0018 | - |
| 1.2104 | 650 | 0.0021 | - |
| 1.3035 | 700 | 0.0018 | - |
| 1.3966 | 750 | 0.0017 | - |
| 1.4898 | 800 | 0.0015 | - |
| 1.5829 | 850 | 0.002 | - |
| 1.6760 | 900 | 0.0013 | - |
| 1.7691 | 950 | 0.0015 | - |
| 1.8622 | 1000 | 0.0018 | - |
| 1.9553 | 1050 | 0.0013 | - |
### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.1
- Sentence Transformers: 2.2.2
- Transformers: 4.35.2
- PyTorch: 2.1.0+cu121
- Datasets: 2.16.1
- Tokenizers: 0.15.0
## Citation
### BibTeX
```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}
}
```
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