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 MultiOutputClassifier 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 MultiOutputClassifier instance
Maximum Sequence Length: 512 tokens
Number of Classes: 35 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
1	'1. Short title \nThis Act may be cited as the Innovators Job Creation Act. 2. Permanent extension \n(a) In general \nSection 41 of the Internal Revenue Code of 1986 is amended by striking subsection (h) and inserting the following: (h) Termination of alternative incremental credit \nNo election under subsection (c)(4) shall apply to taxable years beginning after December 31, 2008.. (b) Effective date \nThe amendment made by this section shall apply to amounts paid or incurred after December 31, 2013. 3. Credit allowed against alternative minimum tax \nSubparagraph (B) of section 38(c)(4) of the Internal Revenue Code of 1986 is amended— (1) by redesignating clauses (ii), (iii), (iv), (v), (vi), (vii), (viii), and (ix) as clauses (iii), (iv), (v), (vi), (vii), (viii), (ix), and (x), respectively, and (2) by inserting after clause (i) the following new clause: (ii) the credit determined under section 41 to the extent attributable to amounts paid or incurred after December 31, 2013,. 4. Permanent 5-year carryback for research credits of small businesses \n(a) In general \nParagraph (4) of section 39(a) of the Internal Revenue Code of 1986 is amended to read as follows: (4) 5-year carryback for research credits of small businesses \nNotwithstanding subsection (d), in the case of credits determined under section 41 with respect to an eligible small business (as defined in section 38(c)(5)(C)) in taxable years beginning after December 31, 2013— (A) paragraph (1) shall be applied by substituting each of the 5 taxable years for the taxable year in subparagraph (A) thereof, and (B) paragraph (2) shall be applied— (i) by substituting 25 taxable years for 21 taxable years in subparagraph (A) thereof, and (ii) by substituting 24 taxable years for 20 taxable years in subparagraph (B) thereof.. (b) Effective date \nThe amendment made by this section shall apply to taxable years beginning after December 31, 2013. 5. Election permitted on amended return \n(a) In general \nParagraph (5) of section 41(c) of the Internal Revenue Code of 1986 is amended by adding at the end the following new subparagraph: (D) Special rule regarding timing of election \nAn election under this paragraph may be made by means of an amendment to the return of tax for the taxable year for which made.. (b) Effective date \nThe amendment made by this section shall apply to taxable years beginning after December 31, 2013. 6. Treatment of research\t\t\t credit for certain startup companies \n(a) In\t\t\t general \n(1) In\t\t\t general \nSection 41 of the Internal Revenue Code of 1986 is\t\t\t amended by adding at the end the following new subsection: (i) Treatment of\t\t\t\tcredit to qualified small businesses \n(1) In\t\t\t\tgeneral \nAt the election of a qualified small business, the\t\t\t\tpayroll tax credit portion of the credit determined under subsection (a) shall\t\t\t\tbe treated as a credit allowed under section 3111(f) (and not under this\t\t\t\tsection). (2) Payroll tax\t\t\t\tcredit portion \nFor purposes of this subsection, the payroll tax\t\t\t\tcredit portion of the credit determined under subsection (a) for any taxable\t\t\t\tyear is so much of such credit as does not exceed $250,000. (3) Qualified small\t\t\t\tbusiness \nFor purposes of this subsection— (A) In\t\t\t\tgeneral \nThe term qualified small business means,\t\t\t\twith respect to any taxable year— (i) a corporation,\t\t\t\tpartnership, or S corporation if— (I) the gross\t\t\t\treceipts (as determined under subsection (c)(7)) of such entity for the taxable\t\t\t\tyear is less than $5,000,000, and (II) such entity did\t\t\t\tnot have gross receipts (as so determined) for any period preceding the\t\t\t\t5-taxable-year period ending with such taxable year, and (ii) any person not\t\t\t\tdescribed in subparagraph (A) if clauses (i) and (ii) of subparagraph (A)\t\t\t\tapplied to such person, determined— (I) by substituting person for entity each place it appears),\t\t\t\tand (II) in the case of\t\t\t\tan individual, by only taking into account the aggregate gross receipts\t\t\t\treceived by such individual in carrying on trades or businesses of such\t\t\t\tindividual. (B) Limitation \nSuch\t\t\t\tterm shall not include an organization which is exempt from taxation under\t\t\t\tsection 501. (4) Election \n(A) In\t\t\t\tgeneral \nIn the case of a partnership or S corporation, an\t\t\t\telection under this subsection shall be made at the entity level. (B) Revocation \nAn\t\t\t\telection under this subsection may not be revoked without the consent of the\t\t\t\tSecretary. (C) Limitation \nA\t\t\t\ttaxpayer may not make an election under this subsection if such taxpayer has\t\t\t\tmade an election under this subsection for 5 or more preceding taxable\t\t\t\tyears. (5) Aggregation\t\t\t\trules \nFor purposes of determining the $250,000 limitation under\t\t\t\tparagraph (2) and determining gross receipts under paragraph (3), all members\t\t\t\tof the same controlled group of corporations (within the meaning of section\t\t\t\t267(f)) and all persons under common control (within the meaning of section\t\t\t\t52(b) but determined by treating an interest of more than 50 percent as a\t\t\t\tcontrolling interest) shall be treated as 1 person. (6) Regulations \nThe\t\t\t\tSecretary shall prescribe such regulations as may be necessary to carry out the\t\t\t\tpurposes of this subsection, including— (A) regulations to\t\t\t\tprevent the avoidance of the purposes of paragraph (3) through the use of\t\t\t\tsuccessor companies or other means, (B) regulations to\t\t\t\tminimize compliance and record-keeping burdens under this subsection for\t\t\t\tstart-up companies, and (C) regulations for\t\t\t\trecapturing the benefit of credits determined under section 3111(f) in cases\t\t\t\twhere there is a subsequent adjustment to the payroll tax credit portion of the\t\t\t\tcredit determined under subsection (a), including requiring amended returns in\t\t\t\tthe cases where there is such an\t\t\t\tadjustment.. (2) Conforming\t\t\t amendment \nSection 280C(c) of the Internal Revenue Code of 1986 is\t\t\t amended by adding at the end the following new paragraph: (5) Treatment of\t\t\t\tqualified small business credit \nFor purposes of determining the\t\t\t\tamount of any credit under section 41(a) under this subsection, any election\t\t\t\tunder section 41(i) shall be\t\t\t\tdisregarded.. (b) Credit allowed\t\t\t against FICA taxes \n(1) In\t\t\t general \nSection 3111 of the Internal Revenue Code of 1986 is\t\t\t amended by adding at the end the following new subsection: (f) Credit for\t\t\t\tresearch expenditures of qualified small businesses \n(1) In\t\t\t\tgeneral \nIn the case of a qualified small business which has made\t\t\t\tan election under section 41(i), there shall be allowed as a credit against the\t\t\t\ttax imposed by subsection (a) on wages paid with respect to the employment of\t\t\t\tall employees of the qualified small business for days in an applicable\t\t\t\tcalendar quarter an amount equal to the payroll tax credit portion of the\t\t\t\tresearch credit determined under section 41(a). (2) Carryover of\t\t\t\tunused credit \nIn any case in which the payroll tax credit portion\t\t\t\tof the research credit determined under section 41(a) exceeds the tax imposed\t\t\t\tunder subsection (a) for an applicable calendar quarter— (A) the succeeding\t\t\t\tcalendar quarter shall be treated as an applicable calendar quarter, and (B) the amount of\t\t\t\tcredit allowed under paragraph (1) shall be reduced by the amount of credit\t\t\t\tallowed under such paragraph for all preceding applicable calendar\t\t\t\tquarters. (3) Allocation of\t\t\t\tcredit for controlled groups, etc \nIn determining the amount of\t\t\t\tthe credit under this subsection— (A) all persons\t\t\t\ttreated as a single taxpayer under section 41 shall be treated as a single\t\t\t\ttaxpayer under this section, and (B) the credit (if\t\t\t\tany) allowable by this section to each such member shall be its proportionate\t\t\t\tshare of the qualified research expenses, basic research payments, and amounts\t\t\t\tpaid or incurred to energy research consortiums, giving rise to the credit\t\t\t\tallowable under section 41. (4) Definitions \nFor\t\t\t\tpurposes of this subsection— (A) Applicable\t\t\t\tcalendar quarter \nThe term applicable calendar\t\t\t\tquarter means— (i) the first\t\t\t\tcalendar quarter following the date on which the qualified small business files\t\t\t\ta return under section 6012 for the taxable year for which the payroll tax\t\t\t\tcredit portion of the research credit under section 41(a) is determined,\t\t\t\tand (ii) any succeeding\t\t\t\tcalendar quarter treated as an applicable calendar quarter under paragraph\t\t\t\t(2)(A). For\t\t\t\tpurposes of determining the date on which a return is filed, rules similar to\t\t\t\tthe rules of section 6513 shall apply. (B) Other\t\t\t\tterms \nAny term used in this subsection which is also used in\t\t\t\tsection 41 shall have the meaning given such term under section\t\t\t\t41.. (2) Transfers to\t\t\t federal old-age and survivors insurance trust fund \nThere are\t\t\t hereby appropriated to the Federal Old-Age and Survivors Trust Fund and the\t\t\t Federal Disability Insurance Trust Fund established under section 201 of the\t\t\t Social Security Act ( 42 U.S.C. 401 ) amounts equal to the reduction in revenues\t\t\t to the Treasury by reason of the amendments made by paragraph (1). Amounts\t\t\t appropriated by the preceding sentence shall be transferred from the general\t\t\t fund at such times and in such manner as to replicate to the extent possible\t\t\t the transfers which would have occurred to such Trust Fund had such amendments\t\t\t not been enacted. (c) Effective\t\t\t date \nThe amendments made by this section shall apply to taxable\t\t\t years beginning after December 31, 2013.'

Label

Examples

'1. Short title \nThis Act may be cited as the Innovators Job Creation Act. 2. Permanent extension \n(a) In general \nSection 41 of the Internal Revenue Code of 1986 is amended by striking subsection (h) and inserting the following: (h) Termination of alternative incremental credit \nNo election under subsection (c)(4) shall apply to taxable years beginning after December 31, 2008.. (b) Effective date \nThe amendment made by this section shall apply to amounts paid or incurred after December 31, 2013. 3. Credit allowed against alternative minimum tax \nSubparagraph (B) of section 38(c)(4) of the Internal Revenue Code of 1986 is amended— (1) by redesignating clauses (ii), (iii), (iv), (v), (vi), (vii), (viii), and (ix) as clauses (iii), (iv), (v), (vi), (vii), (viii), (ix), and (x), respectively, and (2) by inserting after clause (i) the following new clause: (ii) the credit determined under section 41 to the extent attributable to amounts paid or incurred after December 31, 2013,. 4. Permanent 5-year carryback for research credits of small businesses \n(a) In general \nParagraph (4) of section 39(a) of the Internal Revenue Code of 1986 is amended to read as follows: (4) 5-year carryback for research credits of small businesses \nNotwithstanding subsection (d), in the case of credits determined under section 41 with respect to an eligible small business (as defined in section 38(c)(5)(C)) in taxable years beginning after December 31, 2013— (A) paragraph (1) shall be applied by substituting each of the 5 taxable years for the taxable year in subparagraph (A) thereof, and (B) paragraph (2) shall be applied— (i) by substituting 25 taxable years for 21 taxable years in subparagraph (A) thereof, and (ii) by substituting 24 taxable years for 20 taxable years in subparagraph (B) thereof.. (b) Effective date \nThe amendment made by this section shall apply to taxable years beginning after December 31, 2013. 5. Election permitted on amended return \n(a) In general \nParagraph (5) of section 41(c) of the Internal Revenue Code of 1986 is amended by adding at the end the following new subparagraph: (D) Special rule regarding timing of election \nAn election under this paragraph may be made by means of an amendment to the return of tax for the taxable year for which made.. (b) Effective date \nThe amendment made by this section shall apply to taxable years beginning after December 31, 2013. 6. Treatment of research\t\t\t credit for certain startup companies \n(a) In\t\t\t general \n(1) In\t\t\t general \nSection 41 of the Internal Revenue Code of 1986 is\t\t\t amended by adding at the end the following new subsection: (i) Treatment of\t\t\t\tcredit to qualified small businesses \n(1) In\t\t\t\tgeneral \nAt the election of a qualified small business, the\t\t\t\tpayroll tax credit portion of the credit determined under subsection (a) shall\t\t\t\tbe treated as a credit allowed under section 3111(f) (and not under this\t\t\t\tsection). (2) Payroll tax\t\t\t\tcredit portion \nFor purposes of this subsection, the payroll tax\t\t\t\tcredit portion of the credit determined under subsection (a) for any taxable\t\t\t\tyear is so much of such credit as does not exceed $250,000. (3) Qualified small\t\t\t\tbusiness \nFor purposes of this subsection— (A) In\t\t\t\tgeneral \nThe term qualified small business means,\t\t\t\twith respect to any taxable year— (i) a corporation,\t\t\t\tpartnership, or S corporation if— (I) the gross\t\t\t\treceipts (as determined under subsection (c)(7)) of such entity for the taxable\t\t\t\tyear is less than $5,000,000, and (II) such entity did\t\t\t\tnot have gross receipts (as so determined) for any period preceding the\t\t\t\t5-taxable-year period ending with such taxable year, and (ii) any person not\t\t\t\tdescribed in subparagraph (A) if clauses (i) and (ii) of subparagraph (A)\t\t\t\tapplied to such person, determined— (I) by substituting person for entity each place it appears),\t\t\t\tand (II) in the case of\t\t\t\tan individual, by only taking into account the aggregate gross receipts\t\t\t\treceived by such individual in carrying on trades or businesses of such\t\t\t\tindividual. (B) Limitation \nSuch\t\t\t\tterm shall not include an organization which is exempt from taxation under\t\t\t\tsection 501. (4) Election \n(A) In\t\t\t\tgeneral \nIn the case of a partnership or S corporation, an\t\t\t\telection under this subsection shall be made at the entity level. (B) Revocation \nAn\t\t\t\telection under this subsection may not be revoked without the consent of the\t\t\t\tSecretary. (C) Limitation \nA\t\t\t\ttaxpayer may not make an election under this subsection if such taxpayer has\t\t\t\tmade an election under this subsection for 5 or more preceding taxable\t\t\t\tyears. (5) Aggregation\t\t\t\trules \nFor purposes of determining the $250,000 limitation under\t\t\t\tparagraph (2) and determining gross receipts under paragraph (3), all members\t\t\t\tof the same controlled group of corporations (within the meaning of section\t\t\t\t267(f)) and all persons under common control (within the meaning of section\t\t\t\t52(b) but determined by treating an interest of more than 50 percent as a\t\t\t\tcontrolling interest) shall be treated as 1 person. (6) Regulations \nThe\t\t\t\tSecretary shall prescribe such regulations as may be necessary to carry out the\t\t\t\tpurposes of this subsection, including— (A) regulations to\t\t\t\tprevent the avoidance of the purposes of paragraph (3) through the use of\t\t\t\tsuccessor companies or other means, (B) regulations to\t\t\t\tminimize compliance and record-keeping burdens under this subsection for\t\t\t\tstart-up companies, and (C) regulations for\t\t\t\trecapturing the benefit of credits determined under section 3111(f) in cases\t\t\t\twhere there is a subsequent adjustment to the payroll tax credit portion of the\t\t\t\tcredit determined under subsection (a), including requiring amended returns in\t\t\t\tthe cases where there is such an\t\t\t\tadjustment.. (2) Conforming\t\t\t amendment \nSection 280C(c) of the Internal Revenue Code of 1986 is\t\t\t amended by adding at the end the following new paragraph: (5) Treatment of\t\t\t\tqualified small business credit \nFor purposes of determining the\t\t\t\tamount of any credit under section 41(a) under this subsection, any election\t\t\t\tunder section 41(i) shall be\t\t\t\tdisregarded.. (b) Credit allowed\t\t\t against FICA taxes \n(1) In\t\t\t general \nSection 3111 of the Internal Revenue Code of 1986 is\t\t\t amended by adding at the end the following new subsection: (f) Credit for\t\t\t\tresearch expenditures of qualified small businesses \n(1) In\t\t\t\tgeneral \nIn the case of a qualified small business which has made\t\t\t\tan election under section 41(i), there shall be allowed as a credit against the\t\t\t\ttax imposed by subsection (a) on wages paid with respect to the employment of\t\t\t\tall employees of the qualified small business for days in an applicable\t\t\t\tcalendar quarter an amount equal to the payroll tax credit portion of the\t\t\t\tresearch credit determined under section 41(a). (2) Carryover of\t\t\t\tunused credit \nIn any case in which the payroll tax credit portion\t\t\t\tof the research credit determined under section 41(a) exceeds the tax imposed\t\t\t\tunder subsection (a) for an applicable calendar quarter— (A) the succeeding\t\t\t\tcalendar quarter shall be treated as an applicable calendar quarter, and (B) the amount of\t\t\t\tcredit allowed under paragraph (1) shall be reduced by the amount of credit\t\t\t\tallowed under such paragraph for all preceding applicable calendar\t\t\t\tquarters. (3) Allocation of\t\t\t\tcredit for controlled groups, etc \nIn determining the amount of\t\t\t\tthe credit under this subsection— (A) all persons\t\t\t\ttreated as a single taxpayer under section 41 shall be treated as a single\t\t\t\ttaxpayer under this section, and (B) the credit (if\t\t\t\tany) allowable by this section to each such member shall be its proportionate\t\t\t\tshare of the qualified research expenses, basic research payments, and amounts\t\t\t\tpaid or incurred to energy research consortiums, giving rise to the credit\t\t\t\tallowable under section 41. (4) Definitions \nFor\t\t\t\tpurposes of this subsection— (A) Applicable\t\t\t\tcalendar quarter \nThe term applicable calendar\t\t\t\tquarter means— (i) the first\t\t\t\tcalendar quarter following the date on which the qualified small business files\t\t\t\ta return under section 6012 for the taxable year for which the payroll tax\t\t\t\tcredit portion of the research credit under section 41(a) is determined,\t\t\t\tand (ii) any succeeding\t\t\t\tcalendar quarter treated as an applicable calendar quarter under paragraph\t\t\t\t(2)(A). For\t\t\t\tpurposes of determining the date on which a return is filed, rules similar to\t\t\t\tthe rules of section 6513 shall apply. (B) Other\t\t\t\tterms \nAny term used in this subsection which is also used in\t\t\t\tsection 41 shall have the meaning given such term under section\t\t\t\t41.. (2) Transfers to\t\t\t federal old-age and survivors insurance trust fund \nThere are\t\t\t hereby appropriated to the Federal Old-Age and Survivors Trust Fund and the\t\t\t Federal Disability Insurance Trust Fund established under section 201 of the\t\t\t Social Security Act ( 42 U.S.C. 401 ) amounts equal to the reduction in revenues\t\t\t to the Treasury by reason of the amendments made by paragraph (1). Amounts\t\t\t appropriated by the preceding sentence shall be transferred from the general\t\t\t fund at such times and in such manner as to replicate to the extent possible\t\t\t the transfers which would have occurred to such Trust Fund had such amendments\t\t\t not been enacted. (c) Effective\t\t\t date \nThe amendments made by this section shall apply to taxable\t\t\t years beginning after December 31, 2013.'

Evaluation

Metrics

Label	F1	Accuracy
all	0.6167	0.5007

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("johnwayne117/paraphrase-mpnet-base-v2-bill_committees_us_10k_under_100k")
# Run inference
preds = model("That Congress recognizes the George C. Marshall Museum and George C. Marshall Research Library in Lexington, Virginia, as the National George C. Marshall Museum and Library.")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	2	1219.3091	16000

Training Hyperparameters

batch_size: (12, 12)
num_epochs: (3, 3)
max_steps: -1
sampling_strategy: oversampling
num_iterations: 5
body_learning_rate: (2e-05, 2e-05)
head_learning_rate: 2e-05
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
0.0001	1	0.2901	-
0.0059	50	0.2918	-
0.0119	100	0.2449	-
0.0178	150	0.27	-
0.0238	200	0.2412	-
0.0297	250	0.2597	-
0.0357	300	0.1717	-
0.0416	350	0.2339	-
0.0476	400	0.2027	-
0.0535	450	0.1545	-
0.0595	500	0.1656	-
0.0654	550	0.1031	-
0.0714	600	0.129	-
0.0773	650	0.222	-
0.0833	700	0.1617	-
0.0892	750	0.2098	-
0.0952	800	0.0979	-
0.1011	850	0.1382	-
0.1071	900	0.1367	-
0.1130	950	0.1985	-
0.1189	1000	0.2455	-
0.1249	1050	0.1414	-
0.1308	1100	0.1666	-
0.1368	1150	0.052	-
0.1427	1200	0.1629	-
0.1487	1250	0.1237	-
0.1546	1300	0.1725	-
0.1606	1350	0.0952	-
0.1665	1400	0.2234	-
0.1725	1450	0.1184	-
0.1784	1500	0.0545	-
0.1844	1550	0.1577	-
0.1903	1600	0.1255	-
0.1963	1650	0.2058	-
0.2022	1700	0.2033	-
0.2082	1750	0.2517	-
0.2141	1800	0.138	-
0.2201	1850	0.146	-
0.2260	1900	0.0356	-
0.2319	1950	0.2003	-
0.2379	2000	0.0757	-
0.2438	2050	0.2136	-
0.2498	2100	0.0944	-
0.2557	2150	0.1373	-
0.2617	2200	0.1306	-
0.2676	2250	0.1015	-
0.2736	2300	0.1874	-
0.2795	2350	0.0907	-
0.2855	2400	0.1351	-
0.2914	2450	0.1274	-
0.2974	2500	0.1722	-
0.3033	2550	0.1433	-
0.3093	2600	0.2584	-
0.3152	2650	0.1258	-
0.3212	2700	0.235	-
0.3271	2750	0.159	-
0.3331	2800	0.0893	-
0.3390	2850	0.1251	-
0.3450	2900	0.0845	-
0.3509	2950	0.1765	-
0.3568	3000	0.1176	-
0.3628	3050	0.1989	-
0.3687	3100	0.1048	-
0.3747	3150	0.0495	-
0.3806	3200	0.1243	-
0.3866	3250	0.0773	-
0.3925	3300	0.1269	-
0.3985	3350	0.1084	-
0.4044	3400	0.1119	-
0.4104	3450	0.1813	-
0.4163	3500	0.1284	-
0.4223	3550	0.1007	-
0.4282	3600	0.0304	-
0.4342	3650	0.2466	-
0.4401	3700	0.2102	-
0.4461	3750	0.0462	-
0.4520	3800	0.1032	-
0.4580	3850	0.0883	-
0.4639	3900	0.0758	-
0.4698	3950	0.0862	-
0.4758	4000	0.2094	-
0.4817	4050	0.1348	-
0.4877	4100	0.0654	-
0.4936	4150	0.1754	-
0.4996	4200	0.1934	-
0.5055	4250	0.0114	-
0.5115	4300	0.0141	-
0.5174	4350	0.0467	-
0.5234	4400	0.0691	-
0.5293	4450	0.1598	-
0.5353	4500	0.034	-
0.5412	4550	0.075	-
0.5472	4600	0.2906	-
0.5531	4650	0.136	-
0.5591	4700	0.0473	-
0.5650	4750	0.0442	-
0.5710	4800	0.0392	-
0.5769	4850	0.0478	-
0.5828	4900	0.0941	-
0.5888	4950	0.0129	-
0.5947	5000	0.134	-
0.6007	5050	0.2215	-
0.6066	5100	0.1762	-
0.6126	5150	0.0159	-
0.6185	5200	0.1521	-
0.6245	5250	0.1168	-
0.6304	5300	0.075	-
0.6364	5350	0.092	-
0.6423	5400	0.2167	-
0.6483	5450	0.1027	-
0.6542	5500	0.1017	-
0.6602	5550	0.1344	-
0.6661	5600	0.0952	-
0.6721	5650	0.0127	-
0.6780	5700	0.0497	-
0.6840	5750	0.055	-
0.6899	5800	0.0923	-
0.6958	5850	0.0924	-
0.7018	5900	0.1494	-
0.7077	5950	0.0442	-
0.7137	6000	0.0342	-
0.7196	6050	0.0646	-
0.7256	6100	0.1835	-
0.7315	6150	0.0288	-
0.7375	6200	0.0454	-
0.7434	6250	0.0511	-
0.7494	6300	0.0653	-
0.7553	6350	0.0747	-
0.7613	6400	0.0595	-
0.7672	6450	0.1918	-
0.7732	6500	0.0514	-
0.7791	6550	0.0669	-
0.7851	6600	0.1178	-
0.7910	6650	0.1462	-
0.7970	6700	0.1617	-
0.8029	6750	0.1219	-
0.8088	6800	0.1518	-
0.8148	6850	0.2049	-
0.8207	6900	0.141	-
0.8267	6950	0.085	-
0.8326	7000	0.0979	-
0.8386	7050	0.027	-
0.8445	7100	0.1752	-
0.8505	7150	0.1348	-
0.8564	7200	0.1945	-
0.8624	7250	0.0498	-
0.8683	7300	0.0373	-
0.8743	7350	0.1372	-
0.8802	7400	0.0247	-
0.8862	7450	0.0122	-
0.8921	7500	0.2109	-
0.8981	7550	0.174	-
0.9040	7600	0.0574	-
0.9100	7650	0.118	-
0.9159	7700	0.0822	-
0.9219	7750	0.1084	-
0.9278	7800	0.1966	-
0.9337	7850	0.0967	-
0.9397	7900	0.0704	-
0.9456	7950	0.0429	-
0.9516	8000	0.2362	-
0.9575	8050	0.1233	-
0.9635	8100	0.0885	-
0.9694	8150	0.0494	-
0.9754	8200	0.1398	-
0.9813	8250	0.2208	-
0.9873	8300	0.1785	-
0.9932	8350	0.0113	-
0.9992	8400	0.053	-
1.0051	8450	0.2495	-
1.0111	8500	0.124	-
1.0170	8550	0.0962	-
1.0230	8600	0.0378	-
1.0289	8650	0.126	-
1.0349	8700	0.1048	-
1.0408	8750	0.1043	-
1.0467	8800	0.0587	-
1.0527	8850	0.128	-
1.0586	8900	0.0181	-
1.0646	8950	0.1592	-
1.0705	9000	0.0473	-
1.0765	9050	0.1365	-
1.0824	9100	0.0409	-
1.0884	9150	0.1683	-
1.0943	9200	0.1103	-
1.1003	9250	0.0481	-
1.1062	9300	0.1	-
1.1122	9350	0.1517	-
1.1181	9400	0.0671	-
1.1241	9450	0.1553	-
1.1300	9500	0.1459	-
1.1360	9550	0.0664	-
1.1419	9600	0.1619	-
1.1479	9650	0.0572	-
1.1538	9700	0.0432	-
1.1597	9750	0.0882	-
1.1657	9800	0.0909	-
1.1716	9850	0.1555	-
1.1776	9900	0.0678	-
1.1835	9950	0.1117	-
1.1895	10000	0.0352	-
1.1954	10050	0.0901	-
1.2014	10100	0.0249	-
1.2073	10150	0.0998	-
1.2133	10200	0.0489	-
1.2192	10250	0.0468	-
1.2252	10300	0.1429	-
1.2311	10350	0.1688	-
1.2371	10400	0.0783	-
1.2430	10450	0.0673	-
1.2490	10500	0.0193	-
1.2549	10550	0.0504	-
1.2609	10600	0.0303	-
1.2668	10650	0.1921	-
1.2727	10700	0.0964	-
1.2787	10750	0.0143	-
1.2846	10800	0.0728	-
1.2906	10850	0.187	-
1.2965	10900	0.1078	-
1.3025	10950	0.0468	-
1.3084	11000	0.0093	-
1.3144	11050	0.0154	-
1.3203	11100	0.0697	-
1.3263	11150	0.0855	-
1.3322	11200	0.0203	-
1.3382	11250	0.0757	-
1.3441	11300	0.286	-
1.3501	11350	0.0901	-
1.3560	11400	0.085	-
1.3620	11450	0.024	-
1.3679	11500	0.1212	-
1.3739	11550	0.0617	-
1.3798	11600	0.0652	-
1.3857	11650	0.0669	-
1.3917	11700	0.1001	-
1.3976	11750	0.1089	-
1.4036	11800	0.063	-
1.4095	11850	0.0694	-
1.4155	11900	0.0259	-
1.4214	11950	0.0789	-
1.4274	12000	0.0388	-
1.4333	12050	0.0551	-
1.4393	12100	0.1506	-
1.4452	12150	0.1739	-
1.4512	12200	0.0487	-
1.4571	12250	0.1109	-
1.4631	12300	0.11	-
1.4690	12350	0.0221	-
1.4750	12400	0.0169	-
1.4809	12450	0.1425	-
1.4869	12500	0.045	-
1.4928	12550	0.0644	-
1.4988	12600	0.0507	-
1.5047	12650	0.0885	-
1.5106	12700	0.01	-
1.5166	12750	0.024	-
1.5225	12800	0.0876	-
1.5285	12850	0.0533	-
1.5344	12900	0.0224	-
1.5404	12950	0.1065	-
1.5463	13000	0.1024	-
1.5523	13050	0.0433	-
1.5582	13100	0.0182	-
1.5642	13150	0.0837	-
1.5701	13200	0.0975	-
1.5761	13250	0.152	-
1.5820	13300	0.1103	-
1.5880	13350	0.0503	-
1.5939	13400	0.0165	-
1.5999	13450	0.037	-
1.6058	13500	0.0551	-
1.6118	13550	0.0501	-
1.6177	13600	0.0591	-
1.6236	13650	0.1212	-
1.6296	13700	0.0722	-
1.6355	13750	0.0476	-
1.6415	13800	0.0707	-
1.6474	13850	0.0407	-
1.6534	13900	0.067	-
1.6593	13950	0.0436	-
1.6653	14000	0.0496	-
1.6712	14050	0.0148	-
1.6772	14100	0.0988	-
1.6831	14150	0.0781	-
1.6891	14200	0.1966	-
1.6950	14250	0.0479	-
1.7010	14300	0.0363	-
1.7069	14350	0.0322	-
1.7129	14400	0.1043	-
1.7188	14450	0.0297	-
1.7248	14500	0.0491	-
1.7307	14550	0.0466	-
1.7366	14600	0.0798	-
1.7426	14650	0.1467	-
1.7485	14700	0.0395	-
1.7545	14750	0.1025	-
1.7604	14800	0.0784	-
1.7664	14850	0.0152	-
1.7723	14900	0.1253	-
1.7783	14950	0.1242	-
1.7842	15000	0.0303	-
1.7902	15050	0.1224	-
1.7961	15100	0.0776	-
1.8021	15150	0.0326	-
1.8080	15200	0.1185	-
1.8140	15250	0.0631	-
1.8199	15300	0.1031	-
1.8259	15350	0.0825	-
1.8318	15400	0.0779	-
1.8378	15450	0.1128	-
1.8437	15500	0.0608	-
1.8496	15550	0.1292	-
1.8556	15600	0.0959	-
1.8615	15650	0.1468	-
1.8675	15700	0.0498	-
1.8734	15750	0.1376	-
1.8794	15800	0.0365	-
1.8853	15850	0.1143	-
1.8913	15900	0.0943	-
1.8972	15950	0.05	-
1.9032	16000	0.1054	-
1.9091	16050	0.0458	-
1.9151	16100	0.1845	-
1.9210	16150	0.0971	-
1.9270	16200	0.0145	-
1.9329	16250	0.1021	-
1.9389	16300	0.0661	-
1.9448	16350	0.0264	-
1.9508	16400	0.1195	-
1.9567	16450	0.0312	-
1.9627	16500	0.0397	-
1.9686	16550	0.0236	-
1.9745	16600	0.0923	-
1.9805	16650	0.0497	-
1.9864	16700	0.0362	-
1.9924	16750	0.0429	-
1.9983	16800	0.0714	-
2.0043	16850	0.0558	-
2.0102	16900	0.1081	-
2.0162	16950	0.0125	-
2.0221	17000	0.1168	-
2.0281	17050	0.0801	-
2.0340	17100	0.1087	-
2.0400	17150	0.1586	-
2.0459	17200	0.0391	-
2.0519	17250	0.1344	-
2.0578	17300	0.1026	-
2.0638	17350	0.0963	-
2.0697	17400	0.0541	-
2.0757	17450	0.0641	-
2.0816	17500	0.0195	-
2.0875	17550	0.0985	-
2.0935	17600	0.1175	-
2.0994	17650	0.1035	-
2.1054	17700	0.0698	-
2.1113	17750	0.0836	-
2.1173	17800	0.0784	-
2.1232	17850	0.1312	-
2.1292	17900	0.0316	-
2.1351	17950	0.033	-
2.1411	18000	0.0812	-
2.1470	18050	0.0335	-
2.1530	18100	0.0369	-
2.1589	18150	0.1199	-
2.1649	18200	0.081	-
2.1708	18250	0.1185	-
2.1768	18300	0.034	-
2.1827	18350	0.0593	-
2.1887	18400	0.0915	-
2.1946	18450	0.1415	-
2.2005	18500	0.0353	-
2.2065	18550	0.1528	-
2.2124	18600	0.0695	-
2.2184	18650	0.0489	-
2.2243	18700	0.0719	-
2.2303	18750	0.1762	-
2.2362	18800	0.0515	-
2.2422	18850	0.2018	-
2.2481	18900	0.0897	-
2.2541	18950	0.082	-
2.2600	19000	0.0751	-
2.2660	19050	0.079	-
2.2719	19100	0.0794	-
2.2779	19150	0.0288	-
2.2838	19200	0.0245	-
2.2898	19250	0.0756	-
2.2957	19300	0.0844	-
2.3017	19350	0.0931	-
2.3076	19400	0.0289	-
2.3135	19450	0.0068	-
2.3195	19500	0.016	-
2.3254	19550	0.0685	-
2.3314	19600	0.0295	-
2.3373	19650	0.0996	-
2.3433	19700	0.0185	-
2.3492	19750	0.0215	-
2.3552	19800	0.0424	-
2.3611	19850	0.0398	-
2.3671	19900	0.0814	-
2.3730	19950	0.0238	-
2.3790	20000	0.1418	-
2.3849	20050	0.0237	-
2.3909	20100	0.1136	-
2.3968	20150	0.1127	-
2.4028	20200	0.081	-
2.4087	20250	0.074	-
2.4147	20300	0.0518	-
2.4206	20350	0.0319	-
2.4265	20400	0.0309	-
2.4325	20450	0.0931	-
2.4384	20500	0.0193	-
2.4444	20550	0.1149	-
2.4503	20600	0.0663	-
2.4563	20650	0.1398	-
2.4622	20700	0.0707	-
2.4682	20750	0.1264	-
2.4741	20800	0.0881	-
2.4801	20850	0.2039	-
2.4860	20900	0.1976	-
2.4920	20950	0.1223	-
2.4979	21000	0.0591	-
2.5039	21050	0.0265	-
2.5098	21100	0.0129	-
2.5158	21150	0.0782	-
2.5217	21200	0.0961	-
2.5277	21250	0.0063	-
2.5336	21300	0.011	-
2.5396	21350	0.0419	-
2.5455	21400	0.0537	-
2.5514	21450	0.0302	-
2.5574	21500	0.0263	-
2.5633	21550	0.0273	-
2.5693	21600	0.0409	-
2.5752	21650	0.083	-
2.5812	21700	0.0274	-
2.5871	21750	0.1862	-
2.5931	21800	0.0527	-
2.5990	21850	0.026	-
2.6050	21900	0.0877	-
2.6109	21950	0.0454	-
2.6169	22000	0.0934	-
2.6228	22050	0.1331	-
2.6288	22100	0.0349	-
2.6347	22150	0.1106	-
2.6407	22200	0.0771	-
2.6466	22250	0.1562	-
2.6526	22300	0.0875	-
2.6585	22350	0.1013	-
2.6644	22400	0.0265	-
2.6704	22450	0.0244	-
2.6763	22500	0.0257	-
2.6823	22550	0.143	-
2.6882	22600	0.0408	-
2.6942	22650	0.0733	-
2.7001	22700	0.0303	-
2.7061	22750	0.0424	-
2.7120	22800	0.0979	-
2.7180	22850	0.0494	-
2.7239	22900	0.0187	-
2.7299	22950	0.0674	-
2.7358	23000	0.0612	-
2.7418	23050	0.0635	-
2.7477	23100	0.0965	-
2.7537	23150	0.0352	-
2.7596	23200	0.0882	-
2.7656	23250	0.0644	-
2.7715	23300	0.1206	-
2.7774	23350	0.0884	-
2.7834	23400	0.1298	-
2.7893	23450	0.0359	-
2.7953	23500	0.0696	-
2.8012	23550	0.0908	-
2.8072	23600	0.0517	-
2.8131	23650	0.0326	-
2.8191	23700	0.0861	-
2.8250	23750	0.0082	-
2.8310	23800	0.0296	-
2.8369	23850	0.1258	-
2.8429	23900	0.0229	-
2.8488	23950	0.0786	-
2.8548	24000	0.0417	-
2.8607	24050	0.1067	-
2.8667	24100	0.0555	-
2.8726	24150	0.1547	-
2.8786	24200	0.1182	-
2.8845	24250	0.0184	-
2.8904	24300	0.1135	-
2.8964	24350	0.0791	-
2.9023	24400	0.0347	-
2.9083	24450	0.0134	-
2.9142	24500	0.0773	-
2.9202	24550	0.0258	-
2.9261	24600	0.0058	-
2.9321	24650	0.0363	-
2.9380	24700	0.1113	-
2.9440	24750	0.0255	-
2.9499	24800	0.0395	-
2.9559	24850	0.089	-
2.9618	24900	0.0518	-
2.9678	24950	0.0975	-
2.9737	25000	0.0358	-
2.9797	25050	0.0747	-
2.9856	25100	0.1717	-
2.9916	25150	0.0466	-
2.9975	25200	0.0241	-

Environmental Impact

Carbon emissions were measured using CodeCarbon.

Carbon Emitted: 0.255 kg of CO2
Hours Used: 2.944 hours

Framework Versions

Python: 3.10.14
SetFit: 1.0.3
Sentence Transformers: 2.7.0
Transformers: 4.40.2
PyTorch: 2.3.0
Datasets: 2.19.1
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}
}

johnwayne117
/

paraphrase-mpnet-base-v2-bill_committees_us_10k_under_100k

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

Model Details

Model Description

Model Sources

Model Labels

Evaluation

Metrics

Uses

Direct Use for Inference

Training Details

Training Set Metrics

Training Hyperparameters

Training Results

Environmental Impact

Framework Versions

Citation

BibTeX

Finetuned from

Evaluation results

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

Model Details

Model Description

Model Sources

Model Labels

Evaluation

Metrics

Uses

Direct Use for Inference

Training Details

Training Set Metrics

Training Hyperparameters

Training Results

Environmental Impact

Framework Versions

Citation

BibTeX

Finetuned from sentence-transformers/paraphrase-mpnet-base-v2

Evaluation results

Finetuned from