Areeb-02's picture
Add new SentenceTransformer model.
acaf2f4 verified
metadata
base_model: BAAI/bge-small-en
datasets: []
language: []
library_name: sentence-transformers
metrics:
  - cosine_accuracy@1
  - cosine_accuracy@3
  - cosine_accuracy@5
  - cosine_accuracy@10
  - cosine_precision@1
  - cosine_precision@3
  - cosine_precision@5
  - cosine_precision@10
  - cosine_recall@1
  - cosine_recall@3
  - cosine_recall@5
  - cosine_recall@10
  - cosine_ndcg@10
  - cosine_mrr@10
  - cosine_map@100
  - dot_accuracy@1
  - dot_accuracy@3
  - dot_accuracy@5
  - dot_accuracy@10
  - dot_precision@1
  - dot_precision@3
  - dot_precision@5
  - dot_precision@10
  - dot_recall@1
  - dot_recall@3
  - dot_recall@5
  - dot_recall@10
  - dot_ndcg@10
  - dot_mrr@10
  - dot_map@100
pipeline_tag: sentence-similarity
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:238
  - loss:MultipleNegativesRankingLoss
widget:
  - source_sentence: >-
      What is the timeframe for opening a physical location in the Designated
      Areas to be eligible for the credit under Section 960.1?
    sentences:
      - >-
        (a) A person or combined group that opens a physical location in the
        Designated

        Areas on or after January 1, 2023 through and including December 31,
        2027, shall be allowed

        a credit against that person or combined group's Gross Receipts Tax if
        the person or

        74SAN FIAT CU

        2024 11AY 10 PM 1331

        combined group did not have a physical location in the City for at least
        three years prior to

        DEPARTMENT OF ELECTIONS

        opening the physical location. The credit under this Section 960.1 shall
        be an annual credit

        for each of up to three tax years immediately following the tax year in
        which the person or

        combined group opened the physical location in the Designated Areas,
        provided the person or

        combined group maintains a physical location in the Designated Areas in
        the tax year that the

        credit is taken. To be eligible for the credit, the person or combined
        group must take the

        credit for each tax year on an original Gross Receipts Tax return filed
        with the Tax Collector.
      - >-
        5222 (Nondepository Credit Intermediation), 5223 (Activities Related

        to Credit Intermediation)), 533 (Lessors of Nonfinancial Intangible
        Assets (except Copyrighted

        Works)), 54 (Professional, Scientific, and Technical Services) but not
        including 541714 (Research and

        Development in Biotechnology (except Nanobiotechnology)), 55 (Management
        of Companies and

        63SA

        CL

        2024 LAY 10 PA (30

        Enterprises), 562 (Waste Management and Remediation Services), 61
        (Educational Services),

        DEPARTMENT OF ELECTI

        62 (Health Care and Social Assistance), and all business activities not
        otherwise exempt and not

        elsewhere subjected to a gross receipts tax rate by Sections 953.20
        through 953.26 or an administrative

        office tax under Section 953.8.

        (c) The amount of taxable gross receipts from Category 5 Business
        Activities subject to the

        gross receipts tax shall be three-quarters of the amount determined
        under Section 956.1 plus

        one-quarter of the amount determined under Section 956.2.

        SEC. 953.25. GROSS RECEIPTS TAX APPLICABLE TO CATEGORY 6 BUSINESS

        ACTIVITIES.

        (a) The gross receipts tax rates applicable to Category 6 Business
        Activities are:

        (1) For tax years 2025 and 2026:

        1.5% for taxable gross receipts between $0 and $1,000,000

        1.5% for taxable gross receipts between $1,000,000.01 and $2,500,000

        3% for taxable gross receipts between $2,500,000.01 and $25,000,000

        2.352% for taxable gross receipts between $25,000,000.01 and $50,000,000

        3.024% for taxable gross receipts between $50,000,000.01 and $75,000,000

        3.024% for taxable gross receipts between $75,000,000.01 and
        $100,000,000

        3.36% for taxable gross receipts between $100,000,000.01 and
        $150,000,000

        3.36% for taxable gross receipts between $150,000,000.01 and
        $250,000,000

        3.36% for taxable gross receipts between $250,000,000.01 and
        $500,000,000

        3.
      - >-
        Except as otherwise provided in this Section 855

        and Section 856 of this Article 12, and Section 76.3 of Article 2 of
        this Business and Tax Regulations

        Code, the annual fee for obtaining a registration certificate for the
        2025-2026 registration year,

        payable in advance, shall be as follows:

        San Francisco Gross Receipts for the

        Immediately Preceding Tax Year

        $0 to $100,000

        $100,000.01 to $250,000

        Annual Registration Fee

        $41

        $71

        $250,000.01 to $500,000

        $120

        $500,000.01 to $750,000

        $240

        $750,000.01 to $1,000,000

        $330

        $1,000,000.01 to $1,500,000

        $469

        $1,500,000.01 to $2,000,000

        $656

        $2,000,000.01 to $2,500,000

        $848

        $2,500,000.01 to $5,000,000

        $1,414

        $5,000,000.01 to $7,500,000

        $600

        $7,500,000.01 to $15,000,000

        $1,500

        $15,000,000.01 to $25,000,000

        $4,875

        25$25,000,000.01 to $50,000,000

        $50,000,000.01 to $100,000,000

        $100,000,000.01 to $200,000,000

        $200,000,000.01 and over

        SAN KAL CO

        2724 11 10 11 129

        $15,000

        DEPARTMENT

        $30,000

        $37,500

        $45,000

        (d) Fee for Registration Years Beginning On or After April 1, 2026.
        Except as otherwise

        provided in this Section 855 and Section 856 of this Article 12, and
        Section 76.3 of Article 2 of this

        Business and Tax Regulations Code, the annual fee for obtaining a
        registration certificate for

        registration years beginning on or after April 1, 2026, payable in
        advance, shall be as follows:

        San Francisco Gross Receipts for the

        Immediately Preceding Tax Year

        $0 to $100,
  - source_sentence: >-
      How is the overpaid executive administrative office tax measured for
      individuals or combined groups, and what other administrative office taxes
      might they also be liable for?
    sentences:
      - >-
        (b) Combined gross receipts are the total worldwide gross receipts of
        the person and

        all related entities to the person, unless the election provided for in
        California Revenue and

        Taxation Code Section 25110 is in effect for the person, in which case
        combined gross

        receipts shall be computed consistently with the water's edge election,
        as set forth therein.

        (c) Combined payroll is the total worldwide compensation paid by the
        person and all

        related entities to the person, unless the election provided for in
        California Revenue and

        Taxation Code Section 25110 is in effect for the person, in which case
        combined payroll shall

        be computed consistently with the water's edge election, as set forth
        therein. A person who

        72SALA 50

        has no combined payroll in a tax year shall have no gross receipts under
        this Section for that

        DEPARTMENT OF LECT

        tax year.

        (d) Payroll in the City is the total amount paid for compensation in the
        City by the

        person and by all related entities to the person.

        (e) Compensation paid in the City shall be determined as follows:set
        forth in

        Section 953.8)(4).

        (1) Where compensation is paid by reason of work performed or services
        rendered by

        an individual wholly within the City, all of the compensation for such
        individual shall be attributable to

        the City.

        (2) Where compensation is paid by reason of work performed or services
        rendered by

        an individual partly within and partly without the City, the portion of
        such compensation attributable to

        the City shall be determined as follows:

        (A) Except as otherwise provided in this Section 956.2(e), the portion
        of such

        compensation attributable to the City shall be the portion of such
        compensation which the total number

        of working hours employed within the City bears to the total number of
        working hours within and

        without the City.

        (B) If the amount of such compensation depends on the volume of business

        transacted by such individual, then the portion of such compensation
        attributable to the City shall be

        the portion of such compensation which the volume of business transacted
        by such individual in the

        City bears to the volume of business transacted by such individual
        within and without the City.
      - >-
        If the person or combined group did not file a

        7SANT

        V

        772 MAY 10 TH 1:28

        return for the preceding tax year and did not request an extension under
        Section 6.9-4 to file that

        return, the person or combined group shall be deemed to have filed a
        return showing no

        liability for purposes of this Section 6.9-Isubsection (c)(3)(C)(ii),
        and no estimated tax payments

        of that tax shall be due for the current tax year.

        (D) Lessor of Residential Real Estate Exemption. Notwithstanding

        any other provision in this Section 6.9-1(c)(3), a lessor of residential
        real estate, as defined in

        Section 954.1 of Article 12-A-1, shall not be required to make estimated
        tax payments under

        this Section 6.9-1(c)(3), but shall pay its full Gross Receipts Tax
        liability, Homelessness Gross

        Receipts Tax liability, and Overpaid Executive Gross Receipts Tax
        liability on or before the

        last day of February of the succeeding year, or the extended deadline in
        Section 6.9-4, if the

        lessor's gross receipts within the City shown on the lessor's return for
        either the current tax

        year or the preceding tax year did not exceed the threshold in Section
        954.1(b) of

        Article 12-A-1.

        *

        *

        (g) Business Registration Certificate; Annual Due Date.

        (1) For registration years ending on or before June 30, 2025 and the

        2025-2026 registration year, eExcept for any extensions granted under
        Section 6.9-4 or as

        otherwise provided in this Business and Tax Regulations Code, returns
        and payments of the

        Business Registration Fee (Article 12) shall be filed annually and are
        due and payable, and

        shall be delinquent if not submitted and paid to the Tax Collector, on
        or before the last day of

        May preceding the registration year commencing July 1 of that year.
      - >-
        DEPARTMENT OF ELECTION

        Article 12-A-1, shall pay an annual overpaid executive administrative
        office tax if the Executive

        Pay Ratio for the tax year of that person or the combined group of which
        it is a part

        exceeds 100:1. This overpaid executive administrative office tax shall
        be measured by the

        person's total payroll expense, as defined in Section 953.8(f) of
        Article 12-A-1, that is

        attributable to the City. If a person is a member of a combined group,
        then its tax shall be

        measured by the total payroll expense of the combined group attributable
        to the City. Such

        person or combined group shall pay only the overpaid executive
        administrative office tax, and

        not the tax imposed under other subsections of this Section 3303, but a
        person or combined

        group may be liable for the administrative office tax imposed by Section
        953.8 of

        Article 12-A-1 and the homelessness administrative office tax imposed by
        Section 2804(d) or

        Section 2804.9 of Article 28 in addition to the overpaid executive
        administrative office tax

        imposed by this subsection (dg). Unless specified otherwise, this
        overpaid executive

        administrative office tax shall be considered part of the Overpaid
        Executive Gross Receipts

        Tax for all purposes.
  - source_sentence: >-
      What are the homelessness gross receipts tax rates applicable to Category
      1 Business Activities for tax years beginning on or after January 1, 2025,
      as outlined in Section 2804.3 of the same code?
    sentences:
      - >-
        For purposes

        of serving a notice of a deficiency determination under this Section
        6.11-2, the date that a return was

        due shall be:

        (1) For tax years and tax periods ending on or before December 31, 2021,
        and

        registration years ending on or before June 30, 2023, the due date of
        the return without regard to any

        extensions under Section 6.9-4;

        (2) For tax years and tax periods beginning on or after January 1, 2022,
        and

        registration years beginning on or after July 1, 2023 and ending on or
        before March 31, 2026, except

        for the taxes for the years and periods subject to subsection (a)(3) of
        this Section 6.11-2, the due date of

        the return including any extensions; or

        (3) For the Gross Receipts Tax (Article 12-A-1) (including the tax on
        administrative

        office business activities in Section 953.8 of Article 12-A-1), the
        Early Care and Education Commercial

        Rents Tax (Article 21), the Homelessness Gross Receipts Tax (Article 28)
        (including the tax on

        administrative office business activities in Section 2804(d) or Section
        2804.9 of Article 28), the

        Cannabis Business Tax (Article 30), and the Overpaid Executive Gross
        Receipts Tax (Article 33)

        (including the tax on administrative office business activities in
        Section 3303(g)) for tax years

        beginning on or after January 1, 2025, and for the Business Registration
        Fee (Article 12) for

        registration years beginning on or after April 1, 2026, November 30 of
        the calendar year in which the

        return for such respective tax was originally due.

        13SAN

        CO

        22 MAY (b) The notice of any determination under this Section 6.11-2 may
        be served upon the

        DEMANTHER OF CLIENT OFF

        taxpayer or other affected person personally or by mail; if by mail,
        service shall be:

        (1) to the last known address that appears in the Tax Collector's
        records,

        provided there is such an address in the Tax Collector's records, or

        (2) to an address that the Tax Collector concludes, in the Tax
        Collector's

        discretion, is the last known address of the person(s).
      - >-
        If the person or combined group did not file a

        7SANT

        V

        772 MAY 10 TH 1:28

        return for the preceding tax year and did not request an extension under
        Section 6.9-4 to file that

        return, the person or combined group shall be deemed to have filed a
        return showing no

        liability for purposes of this Section 6.9-Isubsection (c)(3)(C)(ii),
        and no estimated tax payments

        of that tax shall be due for the current tax year.

        (D) Lessor of Residential Real Estate Exemption. Notwithstanding

        any other provision in this Section 6.9-1(c)(3), a lessor of residential
        real estate, as defined in

        Section 954.1 of Article 12-A-1, shall not be required to make estimated
        tax payments under

        this Section 6.9-1(c)(3), but shall pay its full Gross Receipts Tax
        liability, Homelessness Gross

        Receipts Tax liability, and Overpaid Executive Gross Receipts Tax
        liability on or before the

        last day of February of the succeeding year, or the extended deadline in
        Section 6.9-4, if the

        lessor's gross receipts within the City shown on the lessor's return for
        either the current tax

        year or the preceding tax year did not exceed the threshold in Section
        954.1(b) of

        Article 12-A-1.

        *

        *

        (g) Business Registration Certificate; Annual Due Date.

        (1) For registration years ending on or before June 30, 2025 and the

        2025-2026 registration year, eExcept for any extensions granted under
        Section 6.9-4 or as

        otherwise provided in this Business and Tax Regulations Code, returns
        and payments of the

        Business Registration Fee (Article 12) shall be filed annually and are
        due and payable, and

        shall be delinquent if not submitted and paid to the Tax Collector, on
        or before the last day of

        May preceding the registration year commencing July 1 of that year.
      - >-
        (a) The homelessness gross receipts tax rates applicable to Category 1
        Business Activities for

        tax years beginning on or after January 1, 2025 are:

        0% for taxable gross receipts between $0 and $1,000,000

        0% for taxable gross receipts between $1,000,000.01 and $2,500,000

        0% for taxable gross receipts between $2,500,000.01 and $25,000,000

        0.164% for taxable gross receipts between $25,000,000.01 and $50,000,000

        0.164% for taxable gross receipts between $50,000,000.01 and $75,000,000

        0.164% for taxable gross receipts between $75,000,000.01 and
        $100,000,000

        0.164% for taxable gross receipts between $100,000,000.01 and
        $150,000,000

        0.246% for taxable gross receipts between $150,000,000.01 and
        $250,000,000

        0.328% for taxable gross receipts between $250,000,000.01 and
        $500,000,000

        0.41% for taxable gross receipts between $500,000,000.01 and
        $1,000,000,000

        0.492% for taxable gross receipts over $1,000,000,000

        (b) "Category 1 Business Activities" has the same meaning as in Section
        953.20(b) of

        Article 12-A-1 of this Business and Tax Regulations Code.

        (c) The amount of taxable gross receipts from Category 1 Business
        Activities subject to the

        homelessness gross receipts tax shall be three-quarters of the amount
        determined under Section 956.1

        of Article 12-A-1 plus one-quarter of the amount determined under
        Section 956.2 of Article 12-A-1.

        84SAL

        SEC. 2804.3. HOMELESSNESS GROSS RECEIPTS TAX APPLICABLE TO CATEGORY 2

        BUSINESS ACTIVITIES.
  - source_sentence: >-
      What are the different gross receipts tax rates applicable to private
      education and health services, administrative and support services, and
      miscellaneous business activities as outlined in Section 953.4?
    sentences:
      - >-
        (b) For only so long as and to the extent that the City is prohibited
        from imposing the

        Homelessness Gross Receipts Tax, any person upon whom the City is
        prohibited under the

        Constitution or laws of the State of California or the Constitution or
        laws of the United States

        from imposing the Homelessness Gross Receipts Tax shall be exempt from
        the

        Homelessness Gross Receipts Tax.

        (c) For purposes of this Article 28, gross receipts shall not include
        receipts that are

        excluded from gross receipts for purposes of the gross receipts tax
        imposed by Article 12-A-1,

        and also shall not include receipts subject to a gross receipts tax on
        commercial rents

        imposed as a result of a measure adopted by the voters of San Francisco
        in the June 5, 2018

        election.

        (d) This Section 2805 shall apply to tax years ending on or before
        December 31, 2024.

        SEC. 2805.3. EXEMPTIONS AND EXCLUSIONS.

        (a) An organization that is exempt from income taxation by Chapter 4
        (commencing with

        Section 23701) of Part 11 of Division 2 of the California Revenue and
        Taxation Code or Subchapter F

        (commencing with Section 501) of Chapter 1 of Subtitle A of the Internal
        Revenue Code of 1986, as

        amended, as qualified by Sections 502, 503, 504, and 508 of the Internal
        Revenue Code of 1986, as

        amended, shall be exempt from taxation under this Article 28, only so
        long as those exemptions

        continue to exist under state or federal law.

        (b) For purposes of this Article 28, gross receipts as defined in
        Section 952.3 shall not include

        receipts from business activities if, and only so long as and to the
        extent that, the City is prohibited

        93SA

        01:32

        from taxing such receipts under the Constitution or laws of the United
        States or under the Constitution

        or laws of the State of California.

        (c) Rent Controlled Buildings Exclusion. A person subject to the
        homelessness gross receipts

        tax may exclude from gross receipts in any tax year 50% of the total
        amount received from the rental of

        real property to tenants in occupancy at any location in the City, which
        is subject to limits on rent

        increases pursuant to the Residential Rent Stabilization and Arbitration
        Ordinance, Administrative

        Code, Chapter 37, Section 37.1 et seq.
      - >-
        10 that the

        90% gross receipts threshold has been met for tax year 2023, and for tax
        year 2024 if the Controller

        does not certify under Section 953.10 that the 95% gross receipts
        threshold has been met for tax

        year 2024:

        42SAN LANCI Co

        FILED

        2024 MAY 10 PH 1:29

        0.45% (e.g. $4.50 per $1,000) for taxable gross receipts between $0 and
        $1,000,000

        DEPARTMENT OF ELECTIONS

        0.488% (e.g. $4.88 per $1,000) for taxable gross receipts between
        $1,000,000.01 and

        $2,500,000

        0.488% (e.g. $4.88 per $1,000) for taxable gross receipts between
        $2,500,000.01 and

        $25,000,000

        0.6% (e.g. $6 per $1,000) for taxable gross receipts over $25,000,000

        (D) For tax year 2024 if the Controller certifies under Section 953.10
        that the

        95% gross receipts threshold has been met for tax year 2024, and for tax
        years beginning on or after

        January 1, 2025:

        0.465% (e.g. $4.65 per $1,000) for taxable gross receipts between $0 and
        $1,000,000

        0.504% (e.g. $5.04 per $1,000) for taxable gross receipts between
        $1,000,000.01 and

        $2,500,000

        0.504% (e.g. $5.04 per $1,000) for taxable gross receipts between
        $2,500,000.01 and

        $25,000,000

        0.62% (e.g. $6.20 per $1,000) for taxable gross receipts over
        $25,000,000

        SEC. 953.4. GROSS RECEIPTS TAX APPLICABLE TO PRIVATE EDUCATION AND

        HEALTH SERVICES; ADMINISTRATIVE AND SUPPORT SERVICES; AND

        MISCELLANEOUS BUSINESS ACTIVITIES.

        (a) The gross receipts tax rates applicable to the business activities
        of private

        education and health services, administrative and support services,
      - >-
        SARI

        до

        202 BAY 10 FA 1:32

        year by 52, and dividing the result by the number of weeks that the
        employee was employed by that

        person or combined group during the tax year.

        "Highest-Paid Managerial Employee" means the individual employee or
        officer of a

        person or combined group with managerial responsibility in a business
        function who received the most

        Compensation for a tax year. For purposes of determining the
        Highest-Paid Managerial Employee and

        the Compensation of such employee, Compensation shall not be annualized
        or converted to a full-time

        equivalency.

        SEC. 3303. IMPOSITION OF TAX.

        (a) Except as otherwise provided in this Article 33, commencing with tax
        years

        beginning on or after January 1, 2022, for the privilege of engaging in
        business in the City, the

        City imposes an annual Overpaid Executive Gross Receipts Tax on each
        person engaging in

        business within the City where the Executive Pay Ratio for the tax year
        of that person or the

        combined group of which it is a part exceeds 100:1.
  - source_sentence: >-
      Based on the context information provided, what are the different gross
      receipts tax rates for businesses in San Francisco for tax years 2022,
      2023, and 2024?
    sentences:
      - >-
        $9.75 per $1,000) for taxable gross receipts over $25,000,000

        44SANCO

        2024 NAY LO

        (D) For tax year 2024 if the Controller certifies under Section 953.10
        that the

        DEPARTMENT OF

        95% gross receipts threshold has been met for tax year 2024, and for tax
        years beginning on or after

        January 1, 2025:

        0.814% (e.g. $8.14 per $1,000) for taxable gross receipts between $0 and
        $1,000,000

        0.853% (e.g. $8.53 per $1,000) for taxable gross receipts between
        $1,000,000.01 and

        $2,500,000

        0.93% (e.g. $9.30 per $1,000) for taxable gross receipts between
        $2,500,000.01 and

        $25,000,000

        1.008% (e.g. $10.08 per $1,000) for taxable gross receipts over
        $25,000,000

        (3) For all business activities not otherwise exempt and not elsewhere

        subjected to a gross receipts tax rate or an administrative office tax
        by this Article 12-A-1:

        (B) For tax years 2022 and, if the Controller does not certify under

        Section 953.10 that the 90% gross receipts threshold has been met for
        tax year 2023, for tax

        year 2023:

        0.788% (e.g. $7.88 per $1,000) for taxable gross receipts between $0 and
        $1,000,000

        0.825% (e.g. $8.25 per $1,000) for taxable gross receipts between
        $1,000,000.01 and

        $2,500,000

        0.9% (e.g. $9 per $1,000) for taxable gross receipts between
        $2,500,000.01 and

        $25,000,000

        0.975% (e.g. $9.75 per $1,000) for taxable gross receipts over
        $25,000,000

        (C) For tax year 2023 if the Controller certifies under Section 953.10
        that the

        90% gross receipts threshold has been met for tax year 2023,
      - >-
        (d) In no event shall the credit under this Section 960.4 reduce a
        person or combined group's

        Gross Receipts Tax liability to less than $0 for any tax year. The
        credit under this Section shall not be

        refundable and may not be carried forward to a subsequent year.

        SEC. 966. CONTROLLER REPORTS.

        The Controller shall prepare reports by September 1, 2026, and September
        1, 2027,

        respectively, that discuss current economic conditions in the City and
        the performance of the tax system

        revised by the voters in the ordinance adding this Section 966.

        Section 6. Article 21 of the Business and Tax Regulations Code is hereby
        amended by

        revising Section 2106 to read as follows:

        SEC. 2106. SMALL BUSINESS EXEMPTION.

        (a) For tax years ending on or before December 31, 2024,
        nNotwithstanding any other

        provision of this Article 21, a person or combined group exempt from
        payment of the gross

        receipts tax under Section 954.1 of Article 12-A-1, as amended from time
        to time, shall also

        be exempt from payment of the Early Care and Education Commercial Rents
        Tax.

        79SAN

        DL W(b) For tax years beginning on or after January 1, 2025,
        notwithstanding any other provision

        of this Article 21, a "small business enterprise" shall be exempt from
        payment of the Early Care and

        Education Commercial Rents Tax. For purposes of this subsection (b), the
        term "small business

        enterprise" shall mean any person or combined group whose gross receipts
        within the City, determined

        under Article 12-A-1, did not exceed $2,325,000, adjusted annually in
        accordance with the increase in

        the Consumer Price Index: All Urban Consumers for the San
        Francisco/Oakland/Hayward Area for All

        Items as reported by the United States Bureau of Labor Statistics, or
        any successor to that index, as of

        December 31 of the calendar year two years prior to the tax year,
        beginning with tax year 2026, and

        rounded to the nearest $10,000. This subsection (b) shall not apply to a
        person or combined group

        subject to a tax on administrative office business activities in Section
        953.8 of Article 12-A-1.

        Section 7.
      - >-
        (1) For tax years ending on or before December 31, 2024, the overpaid
        executive

        administrative office tax shall be calculated as follows:

        (+4) 0.4% of the person or combined group's total payroll expense

        attributable to the City for a tax year if the person or combined group
        has an Executive Pay

        Ratio for that tax year of greater than 100:1, but less than or equal to
        200:1;

        (2B) 0.8% of the person or combined group's total payroll expense

        attributable to the City for a tax year if the person or combined group
        has an Executive Pay

        Ratio for that tax year of greater than 200:1, but less than or equal to
        300:1;

        (3C) 1.2% of the person or combined group's total payroll expense

        attributable to the City for a tax year if the person or combined group
        has an Executive Pay

        Ratio for that tax year of greater than 300:1, but less than or equal to
        400:1;

        103SAULAMIC 50

        10 PM 1:32

        (4D) 1.6% of the person or combined group's total payroll expense

        DEPARTMENT OF ELECTIONS

        attributable to the City for a tax year if the person or combined group
        has an Executive Pay

        Ratio for that tax year of greater than 400:1, but less than or equal to
        500:1;

        (5E) 2% of the person or combined group's total payroll expense

        attributable to the City for a tax year if the person or combined group
        has an Executive Pay

        Ratio for that tax year of greater than 500:1, but less than or equal to
        600:1; or

        (6F) 2.4% of the person or combined group's total payroll expense

        attributable to the City for a tax year if the person or combined group
        has an Executive Pay

        Ratio for that tax year of greater than 600:1.
model-index:
  - name: SentenceTransformer based on BAAI/bge-small-en
    results:
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: Unknown
          type: unknown
        metrics:
          - type: cosine_accuracy@1
            value: 0.6407766990291263
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.8155339805825242
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.8640776699029126
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.9320388349514563
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.6407766990291263
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.2718446601941747
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.17281553398058247
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.09320388349514559
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.6407766990291263
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.8155339805825242
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.8640776699029126
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.9320388349514563
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.7825919037319005
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.7351363846509477
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.7397851339598912
            name: Cosine Map@100
          - type: dot_accuracy@1
            value: 0.6407766990291263
            name: Dot Accuracy@1
          - type: dot_accuracy@3
            value: 0.8155339805825242
            name: Dot Accuracy@3
          - type: dot_accuracy@5
            value: 0.8640776699029126
            name: Dot Accuracy@5
          - type: dot_accuracy@10
            value: 0.9320388349514563
            name: Dot Accuracy@10
          - type: dot_precision@1
            value: 0.6407766990291263
            name: Dot Precision@1
          - type: dot_precision@3
            value: 0.2718446601941747
            name: Dot Precision@3
          - type: dot_precision@5
            value: 0.17281553398058247
            name: Dot Precision@5
          - type: dot_precision@10
            value: 0.09320388349514559
            name: Dot Precision@10
          - type: dot_recall@1
            value: 0.6407766990291263
            name: Dot Recall@1
          - type: dot_recall@3
            value: 0.8155339805825242
            name: Dot Recall@3
          - type: dot_recall@5
            value: 0.8640776699029126
            name: Dot Recall@5
          - type: dot_recall@10
            value: 0.9320388349514563
            name: Dot Recall@10
          - type: dot_ndcg@10
            value: 0.7825919037319005
            name: Dot Ndcg@10
          - type: dot_mrr@10
            value: 0.7351363846509477
            name: Dot Mrr@10
          - type: dot_map@100
            value: 0.7397851339598912
            name: Dot Map@100

SentenceTransformer based on BAAI/bge-small-en

This is a sentence-transformers model finetuned from BAAI/bge-small-en. It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

  • Model Type: Sentence Transformer
  • Base model: BAAI/bge-small-en
  • Maximum Sequence Length: 512 tokens
  • Output Dimensionality: 384 tokens
  • Similarity Function: Cosine Similarity

Model Sources

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("Areeb-02/bge-small-en-MultiplrRankingLoss-Tax-dataset")
# Run inference
sentences = [
    'Based on the context information provided, what are the different gross receipts tax rates for businesses in San Francisco for tax years 2022, 2023, and 2024?',
    '$9.75 per $1,000) for taxable gross receipts over $25,000,000\n44SANCO\n2024 NAY LO\n(D) For tax year 2024 if the Controller certifies under Section 953.10 that the\nDEPARTMENT OF\n95% gross receipts threshold has been met for tax year 2024, and for tax years beginning on or after\nJanuary 1, 2025:\n0.814% (e.g. $8.14 per $1,000) for taxable gross receipts between $0 and $1,000,000\n0.853% (e.g. $8.53 per $1,000) for taxable gross receipts between $1,000,000.01 and\n$2,500,000\n0.93% (e.g. $9.30 per $1,000) for taxable gross receipts between $2,500,000.01 and\n$25,000,000\n1.008% (e.g. $10.08 per $1,000) for taxable gross receipts over $25,000,000\n(3) For all business activities not otherwise exempt and not elsewhere\nsubjected to a gross receipts tax rate or an administrative office tax by this Article 12-A-1:\n(B) For tax years 2022 and, if the Controller does not certify under\nSection 953.10 that the 90% gross receipts threshold has been met for tax year 2023, for tax\nyear 2023:\n0.788% (e.g. $7.88 per $1,000) for taxable gross receipts between $0 and $1,000,000\n0.825% (e.g. $8.25 per $1,000) for taxable gross receipts between $1,000,000.01 and\n$2,500,000\n0.9% (e.g. $9 per $1,000) for taxable gross receipts between $2,500,000.01 and\n$25,000,000\n0.975% (e.g. $9.75 per $1,000) for taxable gross receipts over $25,000,000\n(C) For tax year 2023 if the Controller certifies under Section 953.10 that the\n90% gross receipts threshold has been met for tax year 2023,',
    '(d) In no event shall the credit under this Section 960.4 reduce a person or combined group\'s\nGross Receipts Tax liability to less than $0 for any tax year. The credit under this Section shall not be\nrefundable and may not be carried forward to a subsequent year.\nSEC. 966. CONTROLLER REPORTS.\nThe Controller shall prepare reports by September 1, 2026, and September 1, 2027,\nrespectively, that discuss current economic conditions in the City and the performance of the tax system\nrevised by the voters in the ordinance adding this Section 966.\nSection 6. Article 21 of the Business and Tax Regulations Code is hereby amended by\nrevising Section 2106 to read as follows:\nSEC. 2106. SMALL BUSINESS EXEMPTION.\n(a) For tax years ending on or before December 31, 2024, nNotwithstanding any other\nprovision of this Article 21, a person or combined group exempt from payment of the gross\nreceipts tax under Section 954.1 of Article 12-A-1, as amended from time to time, shall also\nbe exempt from payment of the Early Care and Education Commercial Rents Tax.\n79SAN\nDL W(b) For tax years beginning on or after January 1, 2025, notwithstanding any other provision\nof this Article 21, a "small business enterprise" shall be exempt from payment of the Early Care and\nEducation Commercial Rents Tax. For purposes of this subsection (b), the term "small business\nenterprise" shall mean any person or combined group whose gross receipts within the City, determined\nunder Article 12-A-1, did not exceed $2,325,000, adjusted annually in accordance with the increase in\nthe Consumer Price Index: All Urban Consumers for the San Francisco/Oakland/Hayward Area for All\nItems as reported by the United States Bureau of Labor Statistics, or any successor to that index, as of\nDecember 31 of the calendar year two years prior to the tax year, beginning with tax year 2026, and\nrounded to the nearest $10,000. This subsection (b) shall not apply to a person or combined group\nsubject to a tax on administrative office business activities in Section 953.8 of Article 12-A-1.\nSection 7.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Evaluation

Metrics

Information Retrieval

Metric Value
cosine_accuracy@1 0.6408
cosine_accuracy@3 0.8155
cosine_accuracy@5 0.8641
cosine_accuracy@10 0.932
cosine_precision@1 0.6408
cosine_precision@3 0.2718
cosine_precision@5 0.1728
cosine_precision@10 0.0932
cosine_recall@1 0.6408
cosine_recall@3 0.8155
cosine_recall@5 0.8641
cosine_recall@10 0.932
cosine_ndcg@10 0.7826
cosine_mrr@10 0.7351
cosine_map@100 0.7398
dot_accuracy@1 0.6408
dot_accuracy@3 0.8155
dot_accuracy@5 0.8641
dot_accuracy@10 0.932
dot_precision@1 0.6408
dot_precision@3 0.2718
dot_precision@5 0.1728
dot_precision@10 0.0932
dot_recall@1 0.6408
dot_recall@3 0.8155
dot_recall@5 0.8641
dot_recall@10 0.932
dot_ndcg@10 0.7826
dot_mrr@10 0.7351
dot_map@100 0.7398

Training Details

Training Dataset

Unnamed Dataset

  • Size: 238 training samples
  • Columns: sentence_0 and sentence_1
  • Approximate statistics based on the first 1000 samples:
    sentence_0 sentence_1
    type string string
    details
    • min: 5 tokens
    • mean: 41.95 tokens
    • max: 219 tokens
    • min: 63 tokens
    • mean: 426.3 tokens
    • max: 512 tokens
  • Samples:
    sentence_0 sentence_1
    What types of businesses are subject to the gross receipts tax in San Francisco, and how is their San Francisco gross receipts calculated? What are the current rates for this tax, and are there any exemptions or scheduled increases? The Way It Is Now
    CHANGES TO BUSINESS TAXES
    The City collects various business taxes on an annual basis including:
    O

    SAN FRANCISCO
    FILED
    2024 MAY 15 PM 3:10
    DEPARTMENT OF ELECTIONS
    A gross receipts tax that is a percentage of a business's San Francisco gross receipts.
    Depending on business type, the City determines a business's San Francisco gross
    receipts based on sales in San Francisco, payroll expenses for employees working there,
    or both. Rates range from 0.053% to 1.008% and are scheduled to increase in coming
    years. Rates depend on business type, and higher rates apply as a business generates
    more gross receipts. For 2023, most businesses with gross receipts up to $2.19 million
    are exempt.
    A homelessness gross receipts tax that is an additional tax on businesses with San
    Francisco gross receipts over $50 million. Rates range from 0.175% to 0.69%.
    An overpaid executive gross receipts tax that is an additional tax on businesses that pay
    their highest-paid managerial employee much higher than the median compensation they
    pay their San Francisco employees. Rates are between 0.1% and 0.6%.
    A business registration fee that is an additional tax. For most businesses the fee is
    currently between $47 and $45,150, based on business type and amount of gross receipts.
    • An administrative office tax on payroll expenses that certain large businesses pay instead
    of these other business taxes. The combined rates in 2024 range from 3.04% to 5.44%,
    and in 2025 are scheduled to range from 3.11% to 5.51%. Business registration fees for
    these businesses currently range from $19,682 to $45,928.
    State law limits the total revenue, including tax revenue, the City may spend each year. The
    voters may approve increases to this limit for up to four years.
    What is the homelessness gross receipts tax, and which businesses are required to pay it? What are the current rates for this tax, and how do they vary based on the amount of San Francisco gross receipts? Are there any exemptions or scheduled increases for this tax? The Way It Is Now
    CHANGES TO BUSINESS TAXES
    The City collects various business taxes on an annual basis including:
    O

    SAN FRANCISCO
    FILED
    2024 MAY 15 PM 3:10
    DEPARTMENT OF ELECTIONS
    A gross receipts tax that is a percentage of a business's San Francisco gross receipts.
    Depending on business type, the City determines a business's San Francisco gross
    receipts based on sales in San Francisco, payroll expenses for employees working there,
    or both. Rates range from 0.053% to 1.008% and are scheduled to increase in coming
    years. Rates depend on business type, and higher rates apply as a business generates
    more gross receipts. For 2023, most businesses with gross receipts up to $2.19 million
    are exempt.
    A homelessness gross receipts tax that is an additional tax on businesses with San
    Francisco gross receipts over $50 million. Rates range from 0.175% to 0.69%.
    An overpaid executive gross receipts tax that is an additional tax on businesses that pay
    their highest-paid managerial employee much higher than the median compensation they
    pay their San Francisco employees. Rates are between 0.1% and 0.6%.
    A business registration fee that is an additional tax. For most businesses the fee is
    currently between $47 and $45,150, based on business type and amount of gross receipts.
    • An administrative office tax on payroll expenses that certain large businesses pay instead
    of these other business taxes. The combined rates in 2024 range from 3.04% to 5.44%,
    and in 2025 are scheduled to range from 3.11% to 5.51%. Business registration fees for
    these businesses currently range from $19,682 to $45,928.
    State law limits the total revenue, including tax revenue, the City may spend each year. The
    voters may approve increases to this limit for up to four years.
    What is the proposed measure that voters may approve to change the City's business taxes in San Francisco? The
    voters may approve increases to this limit for up to four years.
    The Proposal
    The proposed measure would change the City's business taxes to:

    For the gross receipts tax:
    ○ recategorize business types, reducing the number from 14 to seven;
    determine San Francisco gross receipts for some businesses based less on payroll
    expenses and more on sales;
    o change rates to between 0.1% and 3.716%; and
    exempt most businesses with gross receipts up to $5 million (increased by
    inflation).
    Apply the homelessness gross receipts tax on business activities with San Francisco gross
    receipts over $25 million, at rates between 0.162% and 1.64%.
    Modify how the City calculates the overpaid executive gross receipts tax and who pays
    that tax, and set rates between 0.02% and 0.129%.
    Adjust business registration fees to between $55 and $60,000 (increased by inflation).Adjust the administrative office tax rates for certain large businesses to range from 2.97%
    to 3.694%, and the business registration fees for these taxpayers to between $500 and
    $35,000 (increased by inflation).
    Make administrative and other changes to the City's business taxes.
    The homelessness gross receipts tax would continue to fund services for people experiencing
    homelessness and homelessness prevention. The City would use the other taxes for general
    government purposes.
    All these taxes would apply indefinitely until repealed.
    This proposal would increase the City's spending limit for four years.SALITA CO
    2024 MAY 10 PH 1:27
    DEPARTMENT OF ELECTI
    "Local Small Business Tax Cut Ordinance"
    Be it ordained by the People of the City and County of San Francisco:
    NOTE:
    Unchanged Code text and uncodified text are in plain font.
    Additions to Codes are in single-underline italics Times New Roman font.
    Deletions to Codes are in strikethrough italics Times New Roman font.
    Asterisks (* * * *) indicate the omission of unchanged Code
    subsections or parts of tables.
    Section 1. Title. This initiative is known and may be referred to as the "Local Small
    Business Tax Cut Ordinance."
    Section 2. Article 2 of the Business and Tax Regulations Code is hereby amended by
    revising Section 76.3 to read as follows:
    SEC. 76.3.
  • Loss: MultipleNegativesRankingLoss with these parameters:
    {
        "scale": 20.0,
        "similarity_fct": "cos_sim"
    }
    

Training Hyperparameters

Non-Default Hyperparameters

  • per_device_train_batch_size: 10
  • per_device_eval_batch_size: 10
  • num_train_epochs: 10
  • multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand
  • overwrite_output_dir: False
  • do_predict: False
  • eval_strategy: no
  • prediction_loss_only: True
  • per_device_train_batch_size: 10
  • per_device_eval_batch_size: 10
  • per_gpu_train_batch_size: None
  • per_gpu_eval_batch_size: None
  • gradient_accumulation_steps: 1
  • eval_accumulation_steps: None
  • learning_rate: 5e-05
  • weight_decay: 0.0
  • adam_beta1: 0.9
  • adam_beta2: 0.999
  • adam_epsilon: 1e-08
  • max_grad_norm: 1
  • num_train_epochs: 10
  • max_steps: -1
  • lr_scheduler_type: linear
  • lr_scheduler_kwargs: {}
  • warmup_ratio: 0.0
  • warmup_steps: 0
  • log_level: passive
  • log_level_replica: warning
  • log_on_each_node: True
  • logging_nan_inf_filter: True
  • save_safetensors: True
  • save_on_each_node: False
  • save_only_model: False
  • restore_callback_states_from_checkpoint: False
  • no_cuda: False
  • use_cpu: False
  • use_mps_device: False
  • seed: 42
  • data_seed: None
  • jit_mode_eval: False
  • use_ipex: False
  • bf16: False
  • fp16: False
  • fp16_opt_level: O1
  • half_precision_backend: auto
  • bf16_full_eval: False
  • fp16_full_eval: False
  • tf32: None
  • local_rank: 0
  • ddp_backend: None
  • tpu_num_cores: None
  • tpu_metrics_debug: False
  • debug: []
  • dataloader_drop_last: False
  • dataloader_num_workers: 0
  • dataloader_prefetch_factor: None
  • past_index: -1
  • disable_tqdm: False
  • remove_unused_columns: True
  • label_names: None
  • load_best_model_at_end: False
  • ignore_data_skip: False
  • fsdp: []
  • fsdp_min_num_params: 0
  • fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
  • fsdp_transformer_layer_cls_to_wrap: None
  • accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
  • deepspeed: None
  • label_smoothing_factor: 0.0
  • optim: adamw_torch
  • optim_args: None
  • adafactor: False
  • group_by_length: False
  • length_column_name: length
  • ddp_find_unused_parameters: None
  • ddp_bucket_cap_mb: None
  • ddp_broadcast_buffers: False
  • dataloader_pin_memory: True
  • dataloader_persistent_workers: False
  • skip_memory_metrics: True
  • use_legacy_prediction_loop: False
  • push_to_hub: False
  • resume_from_checkpoint: None
  • hub_model_id: None
  • hub_strategy: every_save
  • hub_private_repo: False
  • hub_always_push: False
  • gradient_checkpointing: False
  • gradient_checkpointing_kwargs: None
  • include_inputs_for_metrics: False
  • eval_do_concat_batches: True
  • fp16_backend: auto
  • push_to_hub_model_id: None
  • push_to_hub_organization: None
  • mp_parameters:
  • auto_find_batch_size: False
  • full_determinism: False
  • torchdynamo: None
  • ray_scope: last
  • ddp_timeout: 1800
  • torch_compile: False
  • torch_compile_backend: None
  • torch_compile_mode: None
  • dispatch_batches: None
  • split_batches: None
  • include_tokens_per_second: False
  • include_num_input_tokens_seen: False
  • neftune_noise_alpha: None
  • optim_target_modules: None
  • batch_eval_metrics: False
  • eval_on_start: False
  • batch_sampler: batch_sampler
  • multi_dataset_batch_sampler: round_robin

Training Logs

Epoch Step cosine_map@100
0 0 0.7167
1.0 24 0.7352
2.0 48 0.7564
3.0 72 0.7669
4.0 96 0.7456
5.0 120 0.7225
6.0 144 0.7319
7.0 168 0.7499
8.0 192 0.7302
9.0 216 0.7254
10.0 240 0.7398

Framework Versions

  • Python: 3.10.12
  • Sentence Transformers: 3.0.1
  • Transformers: 4.42.0.dev0
  • PyTorch: 2.3.0+cu121
  • Accelerate: 0.31.0
  • Datasets: 2.19.2
  • Tokenizers: 0.19.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply}, 
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}