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  - source_sentence: What was the percentage change in net investment income from 2021 to 2022?
    sentences:
      - >-
        Index

        Ameriprise Financial, Inc.

        Consolidated Results of Operations

        Year Ended December 31, 2022 Compared to Year Ended December 31, 2021

        The following table presents our consolidated results of operations:
         
        Years Ended December 31,

        Change

        2022

        2021

        (in millions)

        Revenues

        Management and financial advice fees

        $

        9,033 

        $

        9,275 

        $

        (242)

        (3)

        %

        Distribution fees

        1,939 

        1,828 

        111 

        6 

        Net investment income

        1,474 

        1,683 

        (209)

        (12)

        Premiums, policy and contract charges

        1,397 

        221 

        1,176 

        NM

        Other revenues

        491 

        382 

        109 

        29 

        Total revenues

        14,334 

        13,389 

        945 

        7 

        Banking and deposit interest expense

        76 

        12 

        64 

        NM

        Total net revenues

        14,258 

        13,377 

        881 

        7 

        Expenses
         
         
         
         
        Distribution expenses

        4,935 

        5,028 

        (93)

        (2)

        Interest credited to fixed accounts

        665 

        600 

        65 

        11 

        Benefits, claims, losses and settlement expenses

        242 

        (156)

        398 

        NM

        Remeasurement (gains) losses of future policy benefit reserves

        1 

        (52)

        53 

        NM

        Change in fair value of market risk benefits

        311 

        (113)

        424 

        NM

        Amortization of deferred acquisition costs

        252 

        259 

        (7)

        (3)

        Interest and debt expense

        198 

        191 

        7 

        4 

        General and administrative expense

        3,723 

        3,435 

        288 

        8 

        Total expenses

        10,327 

        9,192 

        1,135 

        12 

        Pretax income

        3,931 

        4,185 

        (254)

        (6)

        Income tax provision

        782 

        768 

        14 

        2 

        Net income

        $

        3,149 

        $

        3,417 

        $

        (268)

        (8)

        %

        NM  Not Meaningful - variance equal to or greater than 100%.

        Overall

        Pretax income decreased $254 million, or 6%, for 2022 compared to the
        prior year. The following impacts were significant drivers of the
        year-over-year change in pretax

        income:

        

        The prior year impact of the block transfer reinsurance transaction
        resulted in $524 million of pretax income for 2021 primarily reflecting
        the net realized gains on

        investments sold to the reinsurer.

        

        A negative impact from lower average equity markets compared to the
        prior year. Our average WEI, which is a proxy for equity movements on
        AUM, decreased

        7% in 2022 compared to the prior year. The average S&P 500 index was 4%
        lower for 2022 compared to the prior year.

        

        The favorable impact of unlocking was $133 million for 2022 compared to
        an unfavorable impact of $113 million for the prior year.

        

        A favorable impact from the increase in short-term interest rates
        compared to the prior year.

        

        The market impact on non-traditional long-duration products (including
        variable and fixed deferred annuity contracts and UL insurance
        contracts), net of hedges

        and the reinsurance accrual was a benefit of $483 million for 2022
        compared to a benefit of $464 million for the prior year.

        50
      - >-
        Intersegment revenues for this segment reflect fees paid by our Asset
        Management segment for marketing support and other services provided in

        connection with the availability of VIT Funds. Intersegment expenses for
        this segment include distribution expenses for services provided by our
        Advice & Wealth

        Management segment, as well as expenses for investment management
        services provided by our Asset Management segment. All intersegment
        activity is eliminated

        in our consolidated results.

        Protection

        We provide life and disability income insurance products to address the
        protection and risk management needs of our retail clients. New 

        RiverSource
         insurance
        products are exclusively offered through our advisor network. Our
        advisors also offer insurance products of unaffiliated carriers. The
        primary sources of revenues for

        our protection business are premiums, fees and charges we receive to
        assume insurance-related risk. We earn net investment income on owned
        assets supporting

        insurance reserves and on capital supporting the business. We also
        receive fees based on the level of the RiverSource Life companies’
        separate account assets

        supporting variable universal life investment options. The protection
        products earn intersegment revenues from fees paid by our Asset
        Management segment for

        marketing support and other services provided in connection with the
        availability of VIT Funds under the variable universal life contracts.
        Intersegment expenses for

        the protection products include distribution expenses for services
        provided by our Advice & Wealth Management segment, as well as expenses
        for investment

        management services provided by our Asset Management segment. All
        intersegment activity is eliminated in our consolidated results.

        ®

        6
      - >-
        Index

        Ameriprise Financial, Inc.

        Slide 5 - Regulatory Oversight Chart.jpg

        Advice & Wealth Management Regulation

        Certain of our subsidiaries are registered with the SEC as
        broker-dealers under the Securities Exchange Act of 1934 (“Exchange
        Act”) and with certain states, the

        District of Columbia and other U.S. territories. Our broker-dealer
        subsidiaries are also members of self-regulatory organizations,
        including Financial Industry

        Regulatory Authority (“FINRA”), and are subject to the regulations of
        these organizations. The SEC and FINRA have stringent rules with respect
        to the net capital

        requirements (which includes rules around customer protection) and the
        marketing and trading activities of broker-dealers. Our broker-dealer
        subsidiaries, as well as

        our financial advisors and other personnel, must obtain all required
        state and FINRA licenses and registrations to engage in the securities
        business and take certain

        steps to maintain such registrations in good standing. SEC regulations
        also impose notice requirements and capital

        11
  - source_sentence: >-
      What are the key components of Ameriprise Financial's strategy for
      attracting and retaining a diverse workforce?
    sentences:
      - >-
        Index

        Ameriprise Financial, Inc.

        2022 due to a $75.8 billion increase in Advice & Wealth Management AUM
        driven by market appreciation and wrap account net inflows and a $52.9
        billion increase in

        Asset Management AUM primarily driven by market appreciation. Total AUA
        increased $57.5 billion, or 26%, to $279.5 billion as of December 31,
        2023 compared to

        the prior year primarily driven by equity market appreciation, and an
        increase in third-party money market funds and brokered CDs. See our
        segment results of

        operations discussion for additional information on changes in our AUM.

        Consolidated Results of Operations

        Year Ended December 31, 2023 Compared to Year Ended December 31, 2022

        The following table presents our consolidated results of operations:
         
        Years Ended December 31,

        Change

        2023

        2022

        (in millions)

        Revenues

        Management and financial advice fees

        $

        8,907 

        $

        9,033 

        $

        (126)

        (1)

        %

        Distribution fees

        1,931 

        1,939 

        (8)

         

        Net investment income

        3,206 

        1,474 

        1,732 

        NM

        Premiums, policy and contract charges

        1,539 

        1,397 

        142 

        10 

        Other revenues

        513 

        491 

        22 

        4 

        Total revenues

        16,096 

        14,334 

        1,762 

        12 

        Banking and deposit interest expense

        561 

        76 

        485 

        NM

        Total net revenues

        15,535 

        14,258 

        1,277 

        9 

        Expenses
         
         
         
         
        Distribution expenses

        5,078 

        4,935 

        143 

        3 

        Interest credited to fixed accounts

        654 

        665 

        (11)

        (2)

        Benefits, claims, losses and settlement expenses

        1,350 

        242 

        1,108 

        NM

        Remeasurement (gains) losses of future policy benefit reserves

        (20)

        1 

        (21)

        NM

        Change in fair value of market risk benefits

        798 

        311 

        487 

        NM

        Amortization of deferred acquisition costs

        246 

        252 

        (6)

        (2)

        Interest and debt expense

        324 

        198 

        126 

        64 

        General and administrative expense

        3,871 

        3,723 

        148 

        4 

        Total benefits and expenses

        12,301 

        10,327 

        1,974 

        19 

        Pretax income

        3,234 

        3,931 

        (697)

        (18)

        Income tax provision

        678 

        782 

        (104)

        (13)

        Net income

        $

        2,556 

        $

        3,149 

        $

        (593)

        (19)

        %

        NM  Not Meaningful - variance equal to or greater than 100%.

        Overall

        Pretax income decreased $697 million, or 18%, for 2023 compared to the
        prior year. The following impacts were significant drivers of the
        year-over-year change in

        pretax income:

        

        The market impact on non-traditional long-duration products, net of
        hedges was an expense of $608 million for 2023 compared to a benefit of
        $483 million for the

        prior year.

        

        The unfavorable impact of unlocking was $99 million for 2023 compared to
        a favorable impact of unlocking of $133 million for the prior year.

        

        A favorable impact from the trend in rising interest rates on the
        investment portfolio yield, including from investment portfolio
        repositioning in our insurance

        business in the fourth quarter of 2022, along with higher balances in
        bank and certificate products.

        39
      - >-
        At December 31, 2023 and 2022, the parent company had $544 million and
        $389 million, respectively, in cash, cash equivalents, and unencumbered
        liquid securities.

        Liquid securities predominantly include U.S. government agency mortgage
        back securities. Additional sources of liquidity include a line of
        credit with an affiliate up

        to $727 million and an unsecured revolving committed credit facility for
        up to $1.0 billion that expires in June 2026. Management’s estimate of
        liquidity available to the

        parent company in a volatile and uncertain economic environment as of
        December 31, 2023 was $1.8 billion which includes cash, cash
        equivalents, unencumbered

        liquid securities, the line of credit with an affiliate and a portion of
        the committed credit facility.

        Under the terms of the committed credit facility, we can increase the
        availability to $1.25 billion upon satisfaction of certain approval
        requirements. Available

        borrowings under this facility are reduced by any outstanding letters of
        credit. At December 31, 2023, we had no outstanding borrowings under
        this credit facility and

        had $1 million of letters of credit issued against the facility. Our
        credit facility contains various administrative, reporting, legal and
        financial covenants. We remain in

        compliance with all such covenants at December 31, 2023.

        In addition, we have access to collateralized borrowings, which may
        include repurchase agreements and Federal Home Loan Bank (“FHLB”)
        advances, and advances

        at the Federal Reserve. Our subsidiaries, RiverSource Life Insurance
        Company (“RiverSource Life”), and Ameriprise Bank are members of the
        FHLB of Des Moines,

        which provides access to collateralized borrowings. As of December 31,
        2023 and 2022, we had an estimated maximum borrowing capacity of $8.6
        billion and $8.0

        billion, respectively, of borrowing capacity under the FHLB facilities,
        of which $201 million was outstanding as of both December 31, 2023 and
        2022, and is

        collateralized with commercial mortgage backed securities. In addition,
        Ameriprise Bank maintains access to borrowings from the Federal Reserve
        which are

        collateralized with residential mortgage backed securities, commercial
        mortgage backed securities and

        60
      - >-
        The impact of these factors on our business may vary from country to
        country and certain competitors may have competitive advantage in

        certain jurisdictions.

        Competitors of our Retirement & Protection Solutions segment consist of
        both stock and mutual insurance companies. Competitive factors affecting
        the sale of

        variable annuity and insurance products include distribution
        capabilities, price, product features and innovation, hedging
        capability, investment performance,

        commission structure, reinsurance availability and pricing, perceived
        financial strength and financial strength ratings, claims-paying
        ratings, technology and service,

        advertising, brand recognition and financial strength ratings from
        rating agencies.

        Human Capital Management

        Ameriprise Financial has a strong values-driven and inclusive culture
        that is the foundation of all that we do. While our individual business
        lines serve different client

        needs, we have a common vision and values that drive our business and
        how we work with clients and each other. Our values are the following:

        

        Client focused;

        

        Integrity always;

        

        Excellence in all we do; and

        

        Respect for the individuals and for the communities in which we live and
        work.

        To ensure our long-term success, we must attract, retain, engage and
        develop a diverse, high-performing workforce. We are committed to
        providing an excellent

        employee and advisor experience for all of our people. This includes
        approximately 13,800 global

        8
  - source_sentence: >-
      What is the significance of Columbia Threadneedle in Ameriprise's asset
      management segment?
    sentences:
      - >-
        Index

        Ameriprise Financial, Inc.

        Expenses

        Distribution expenses decreased $93 million, or 2%, for 2022 compared to
        the prior year primarily lower average equity markets and decreased
        transactional activity.

        Interest credited to fixed accounts increased $65 million, or 11%, for
        2022 compared to the prior year primarily reflecting the following
        items:

        

        An $23 million decrease in expense from the unhedged nonperformance
        credit spread risk adjustment on IUL benefits. The favorable impact of
        the

        nonperformance credit spread was $13 million for 2022 compared to an
        unfavorable impact of $10 million for the prior year.

        

        A $105 million increase in expense from other market impacts on IUL
        benefits, net of hedges, which was an expense of $51 million for 2022
        compared to a benefit

        of $54 million for the prior year. The increase in expense was primarily
        due to an increase in the IUL embedded derivative in the current year
        period, which

        reflected higher option costs due to a higher new money rate, compared
        to a decrease in the IUL embedded derivative in the prior year period,
        which reflected

        lower option costs due to higher discount rates.

        Benefits, claims, losses and settlement expenses increased $398 million
        for 2022 compared to the prior year primarily reflecting the following
        items:

        

        A $1.2 billion decrease in expense associated with the reinsurance
        transaction for life contingent payout annuity policies in the prior
        year.

        

        An $806 million decrease in expense from market impacts on SVA embedded
        derivative, net of hedges in place to offset those risks. This decrease
        was the result

        of a favorable $1.0 billion change in the market impact on the SVA
        embedded derivative, partially offset by an unfavorable $224 million
        change in the market

        impact on derivatives hedging the SVA embedded derivative. The main
        market driver contributing to these changes was the equity market impact
        on the SVA

        embedded derivative net of the impact on the corresponding hedge assets,
        which resulted in a benefit for 2022 compared to an expense in the prior
        year.

        Remeasurement (gains) losses of future policy benefit reserves increased
        $53 million for 2022 compared to the prior year primarily reflecting an
        increase in expense on

        LTC insurance as policy and claim terminations returned to more
        normalized levels compared to the prior year period which benefited from
        COVID-19 related impacts.

        Change in fair value of market risk benefits increased $424 million for
        2022 compared to the prior year primarily reflecting the following
        items:

        

        A $769 million increase in expense from other market impacts on variable
        annuity guaranteed benefits, net of hedges in place to offset those
        risks. This decrease

        was the result of an unfavorable $865 million change in the market
        impact on variable annuity guaranteed benefits reserves, partially
        offset by a favorable

        $96 million change in the market impact on derivatives hedging the
        variable annuity guaranteed benefits. The main market drivers
        contributing to these changes

        are summarized below:

        

        Equity market impact on the variable annuity guaranteed benefits
        liability net of the impact on the corresponding hedge assets resulted
        in an expense for

        2022 compared to a benefit in the prior year.

        

        Interest rate and bond impact on the variable annuity guaranteed
        benefits liability net of the impact on the corresponding hedge assets
        resulted in a benefit

        for 2022 compared to an expense in the prior year.

        

        Volatility impact on the variable annuity guaranteed benefits liability
        net of the impact on the corresponding hedge assets resulted in a higher
        expense for

        2022 compared to the prior year.

        

        Other unhedged items, including the difference between the assumed and
        actual underlying separate account investment performance, transaction
        costs

        and various behavioral items, were a higher net expense for 2022
        compared to the prior year.

        General and administrative expense increased $288 million, or 8%, 2022
        the prior year primarily reflecting the operating expenses of the
        acquired BMO Global Asset

        Management (EMEA) business and higher integration related expenses,
        partially offset by disciplined expense management and reengineering,
        lower performance fee

        related compensation and a favorable foreign exchange impact.

        Income Taxes

        Our effective tax rate was 19.9% for 2022 compared to 18.3% for the
        prior year. See Note 24 to our Consolidated Financial Statements for
        additional discussion on

        income taxes.

        52
      - >-
        Index

        Ameriprise Financial, Inc.

        Intellectual Property

        We rely on a combination of contractual rights and copyright, trademark,
        and patent registrations and trade secret laws to establish and protect
        our intellectual

        property. In the U.S. and other jurisdictions, we have established and
        registered, or filed applications to register, certain trademarks and
        service marks that we

        consider important to the marketing of our products and services,
        including but not limited to the 

        Ameriprise Financial, Threadneedle, RiverSource, Columbia

        Threadneedle and Columbia Threadneedle Investments 

        brands. We have in the past and will continue to establish and protect
        our intellectual property rights.

        Enterprise Risk Management

        Enterprise risk management and our risk management program is an
        important component in how we manage our business. All operating
        subsidiaries of Ameriprise

        must comply with our enterprise risk management policy and framework,
        which: (i) establishes a structure for effective enterprise risk
        management, including

        oversight and governance; (ii) delineates key constituent roles and
        responsibilities; and (iii) imposes a number of core risk management
        processes. The enterprise risk

        management policy is designed to manage risks that may impact
        Ameriprise, including capital, credit, market, liquidity, operational,
        strategic, reputational, legal and

        compliance, and product. The enterprise risk management policy is
        supported by underlying risk policies at business units that provide
        further detail on the business

        unit’s risk governance, appetite, and tolerance.

        Regulation

        Virtually all aspects of our business, including the activities of the
        parent company and our subsidiaries, are subject to various federal,
        state, local and foreign laws

        and regulations. These laws and regulations provide broad regulatory,
        administrative and enforcement powers to supervisory agencies and other
        bodies, including

        U.S. federal and state regulatory and law enforcement agencies, foreign
        government agencies or regulatory bodies and U.S. and foreign securities
        exchanges. The

        costs of complying with such laws and regulations are significant and
        increasing, and the consequences for the failure to comply may include
        civil or criminal

        charges, fines, censure, the suspension of individual employees,
        restrictions on or prohibitions from engaging in certain lines of
        business (or in certain states or

        countries), revocation of certain registrations and reputational damage.
        We have made and expect to need to continue to make significant
        investments in our

        compliance and supervision processes, enhancing policies, procedures and
        oversight to monitor our compliance with the numerous legal and
        regulatory requirements

        applicable to our business.

        We operate in a highly scrutinized regulatory environment and it remains
        subject to change. Regulatory developments, both in and outside of the
        U.S., have resulted

        or are expected to result in greater regulatory oversight and internal
        compliance obligations for firms across the financial services industry.
        In addition, we continue

        to see enhanced legislative and regulatory interest regarding retirement
        investing and fiduciary initiatives, as well as environmental, social
        and governance (“ESG”)

        consideration and responsible investing; cybersecurity and resilience;
        the use of artificial intelligence; responsible information and data
        collection, storage and use;

        financial crime prevention; and privacy matters, and we will continue to
        closely review and monitor any legislative or regulatory proposals and
        changes. States in the

        U.S. and jurisdictions outside the U.S. continue to add new complexity
        to the patchwork of laws and regulations already in existence relating
        to privacy,

        cybersecurity, artificial intelligence and other areas and we are
        expecting similar new laws at the federal level and in multiple states
        in the U.S. The same complexity

        resulting from multiple standards exists for retirement investing where
        individual states and federal regulators continue to propose or enact
        their own rules. These

        legal and regulatory changes have impacted and may in the future impact
        how we are regulated and how we operate and govern our businesses.

        The discussion and overview set forth below provides a general framework
        of the primary laws and regulations impacting our businesses. Certain of
        our subsidiaries

        may be subject to one or more elements of this regulatory framework
        depending on the nature of their business, the products and services
        they provide and the

        geographic locations in which they operate. To the extent the discussion
        includes references to statutory and regulatory provisions, it is
        qualified in its entirety by

        reference to these statutory and regulatory provisions and is current
        only as of the date of this report.

        10
      - >-
        Index

        Ameriprise Financial, Inc.

        term needs. As part of our goal-based approach to financial advice, our
        advisors help clients actively manage investing, saving and spending so
        they have a more

        complete picture of their financial life.

        A significant portion of revenues in this segment are fee-based and
        driven by the level of client assets, which is impacted by both market
        movements and net flows.

        We also earn revenue and income through other sources, including the
        following:

        

        We earn net investment income on owned assets from Ameriprise
        Certificate Company and Ameriprise Bank, both wholly owned subsidiaries
        of Ameriprise.

        

        We earn financial planning fees as well as transaction and other fees.

        

        We earn distribution fees for providing non-affiliated products and
        intersegment revenues for providing our affiliated products and services
        to our retail

        clients. Intersegment expenses for this segment include investment
        management services provided by our Asset Management segment. All
        intersegment

        activity is eliminated in our consolidated results.

        Our Financial Advisor Platform

        With more than 10,000 advisors, we are one of the top branded advisor
        platforms in the U.S. market. Advisors can choose to affiliate with us
        in multiple ways as

        noted below, and each option offers different levels of support and
        compensation.

        Slide 3 - Advisor Affiliations-v2.jpg

        We offer the following products and services through our Advice & Wealth
        Management segment:

        

        Financial planning and advice services to provide personalized financial
        planning and financial solutions for which we charge fees and may
        receive sales

        commissions for selling products that aid in our clients’ plans.

        

        Discretionary and non-discretionary investment advisory accounts for
        which we receive fees based on the assets held in that account, as well
        as related fees or

        costs associated with the underlying securities held in that account.

        

        Brokerage products and services for retail and institutional clients.

        

        Cash management and banking products, including brokerage sweep
        programs, cash management accounts, savings accounts, credit cards,
        margin loans and

        pledged asset lines of credit.

        

        Face-amount certificates through the Ameriprise Certificate Company, a
        wholly owned subsidiary.

        

        Mutual fund offerings from our own Columbia funds as well as
        approximately 135 unaffiliated mutual fund families, representing
        approximately 2,150 mutual funds

        on our brokerage platform for which mutual fund families and other
        companies generally pay us a portion of the revenue generated from sales
        of those funds,

        administrative fees, and fees from the ongoing management attributable
        to our clients’ ownership in the fund.

        

        Insurance and annuities products from both RiverSource Life companies as
        well as certain third parties, and we receive a portion of the revenue
        generated from

        the sale of unaffiliated products and certain administrative fees.

        Our Segments - Asset Management

        Through Columbia Threadneedle, we provide investment management, advice
        and products to retail, high net worth and institutional clients on a
        global scale.

        4
  - source_sentence: >-
      How does Ameriprise Financial's distribution team support its global asset
      management business?
    sentences:
      - >-
        Index

        Ameriprise Financial, Inc.

        Other revenues increased $84 million, or 58%, for 2022 compared to the
        prior year primarily reflecting the yield on deposit receivables arising
        from reinsurance

        transactions.

        Expenses

        Remeasurement (gains) losses of future policy benefit reserves increased
        $46 million for 2022 compared to the prior year primarily reflecting an
        increase in expense on

        LTC insurance as policy and claim terminations returned to more
        normalized levels compared to the prior year which benefited from
        COVID-19 related impacts.

        General and administrative expense, which excludes integration and
        restructuring charges and expenses attributable to CIEs, 

        decreased $39 million, or 15%, to 2022

        compared to the prior year primarily due to a larger unfavorable change
        in the mark-to-market impact on share-based compensation expenses in the
        prior year due to

        share price appreciation.

        Fair Value Measurements

        We report certain assets and liabilities at fair value; specifically,
        separate account assets, derivatives, market risk benefits, embedded
        derivatives and most

        investments and cash equivalents. Fair value assumes the exchange of
        assets or liabilities occurs in orderly transactions and is not the
        result of a forced liquidation

        or distressed sale. We include actual market prices, or observable
        inputs, in our fair value measurements to the extent available. Broker
        quotes are obtained when

        quotes from pricing services are not available. We validate prices
        obtained from third parties through a variety of means such as: price
        variance analysis, subsequent

        sales testing, stale price review, price comparison across pricing
        vendors and due diligence reviews of vendors. See Note 16 to the
        Consolidated Financial Statements

        for additional information on our fair value measurements.

        Fair Value of Liabilities and Nonperformance Risk

        Companies are required to measure the fair value of liabilities at the
        price that would be received to transfer the liability to a market
        participant (an exit price). Since

        there is not a market for our obligations of our market risk benefits,
        fixed deferred indexed annuities, structured variable annuities, and IUL
        insurance, we consider the

        assumptions participants in a hypothetical market would make to reflect
        an exit price. As a result, we adjust the valuation of market risk
        benefits, fixed deferred

        indexed annuities, structured variable annuities, and IUL insurance by
        updating certain contractholder assumptions, adding explicit margins to
        provide for risk, and

        adjusting the rates used to discount expected cash flows to reflect a
        current market estimate of our nonperformance risk. The nonperformance
        risk adjustment is

        based on observable market data adjusted to estimate the risk of our
        life insurance company subsidiaries not fulfilling these liabilities.
        Consistent with general market

        conditions, this estimate resulted in a spread over the U.S. Treasury
        curve as of December 31, 2023. As our estimate of this spread widens or
        tightens, the liability will

        decrease or increase, respectively. If this nonperformance credit spread
        moves to a zero spread over the U.S. Treasury curve, the reduction to
        future total equity

        would be approximately $795 million, net of the reinsurance accrual and
        income taxes (calculated at the statutory tax rate of 21%), based on
        December 31, 2023

        credit spreads.

        Liquidity and Capital Resources

        Overview

        As of December 31, 2023 and 2022, we had Available Capital for Capital
        Adequacy of $5.4 billion and $5.2 billion, respectively. Available
        Capital for Capital Adequacy

        best reflects the available capital resources of our operations.

        We maintained substantial liquidity during the year ended December 31,
        2023. At December 31, 2023 and 2022, we had $7.5 billion and $7.0
        billion, respectively, in

        cash and cash equivalents excluding CIEs and other restricted cash on a
        consolidated basis.

        At December 31, 2023 and 2022, the parent company had $544 million and
        $389 million, respectively, in cash, cash equivalents, and unencumbered
        liquid securities.

        Liquid securities predominantly include U.S. government agency mortgage
        back securities. Additional sources of liquidity include a line of
        credit with an affiliate up

        to $727 million and an unsecured revolving committed credit facility for
        up to $1.0 billion that expires in June 2026. Management’s estimate of
        liquidity available to the

        parent company in a volatile and uncertain economic environment as of
        December 31, 2023 was $1.8 billion which includes cash, cash
        equivalents, unencumbered

        liquid securities, the line of credit with an affiliate and a portion of
        the committed credit facility.
      - >-
        Index

        Ameriprise Financial, Inc.

        Distribution fees decreased $4 million for 2022 compared to the prior
        year reflecting lower average equity markets and decreased transactional
        activity mostly offset

        by $264 million of higher fees on off-balance sheet brokerage cash due
        to an increase in average short-term interest rates.

        Net investment income increased $491 million for 2022 compared to the
        prior year primarily due to higher average invested assets due to
        increased bank deposits and

        higher investment yields on the investment portfolio supporting the bank
        and certificate products.

        Banking and deposit interest expense increased $64 million for 2022
        compared to the prior year primarily due to higher average crediting
        rates on bank cash deposits

        and certificates and increased cash deposits at the bank.

        Expenses

        Distribution expenses decreased $123 million, or 3%, for 2022 compared
        to the prior year reflecting market depreciation and decreased
        transactional activity.

        General and administrative expense increased $114 million, or 8%, for
        2022 compared to the prior year primarily due to higher volume related
        expenses and

        investments in business growth as well as lower staffing levels and
        limited travel and entertainment expenses in the prior year.

        Asset Management

        The following table presents managed assets by type:

        December 31,

        Change

        Average

        Change

        December 31,

        2022

        2021

        2022

        2021

        (in billions)

        Equity

        $

        301.2 

        $

        402.9 

        $

        (101.7)

        (25)

        %

        $

        333.1 

        $

        338.3 

        $

        (5.2)

        (2)

        %

        Fixed income

        210.0 

        277.0 

        (67.0)

        (24)

        232.0 

        211.8 

        20.2 

        10 

        Money market

        21.9 

        10.1 

        11.8 

        NM

        17.1 

        6.5 

        10.6 

        NM

        Alternative

        33.7 

        39.9 

        (6.2)

        (16)

        37.3 

        25.8 

        11.5 

        45 

        Hybrid and other

        17.2 

        24.2 

        (7.0)

        (29)

        19.8 

        22.6 

        (2.8)

        (12)

        Total managed assets

        $

        584.0 

        $

        754.1 

        $

        (170.1)

        (23)

        %

        $

        639.3 

        $

        605.0 

        $

        34.3 

        6 

        %

        NM Not Meaningful - variance equal to or greater than 100%.
         Average ending balances are calculated using an average of the prior period’s ending balance and all months in the current period.
         (1)
        (1)

        55
      - >-
        Index

        Ameriprise Financial, Inc.

        

        Institutional and retail separately managed accounts for a range of
        clients, including pension, profit-sharing, employee savings, sovereign
        wealth funds and

        endowment funds, accounts of large- and medium-sized businesses and
        governmental clients, as well as the accounts of high net worth
        individuals and smaller

        institutional clients, including tax-exempt and not-for-profit
        organizations for which we receive management and performance-related
        fees.

        

        Other separately managed accounts, including those offered through
        models that represent assets under advisement.

        

        Management of owned assets such as assets held in the general account of
        our RiverSource Life companies, Ameriprise Certificate Company and
        Ameriprise

        Bank.

        

        Management of CLOs, which includes providing collateral management
        services to special purpose vehicles that primarily invest in syndicated
        bank loans and

        issue multiple tranches of securities collateralized by the assets for
        which we earn fees based on the value of assets and performance-based
        fees.

        

        Private funds of various types where we provide investment management
        and related services to private, pooled investment vehicles organized as
        limited

        partnerships, limited liability companies, or other entities for which
        we may receive fees based on the value of the assets or
        performance-based fees.

        

        Collective funds and separately managed accounts sponsored by Ameriprise
        Trust Company (“ATC”) and offered to certain qualified institutional
        clients such

        as retirement, pension, and profit-sharing plans for which we receive
        management fees.

        

        Sub-advised accounts for certain U.S. and non-U.S. funds, private
        banking individually managed accounts, common trust funds, and other
        portfolios sponsored

        or advised by other firms for which we earn management fees and possibly
        performance-based fees.

        Distribution

        We maintain distribution teams and capabilities that aid the sales,
        marketing, and support of the products and services of our global asset
        management business.

        These distribution activities are generally organized into two major
        categories: retail distribution and institutional/high net worth
        distribution. However, alternatives

        and certain other areas have a level of specialized distribution.

        Our Segments - Retirement & Protection Solutions

        RiverSource solutions are one way we deliver on the Ameriprise client
        experience and 

        Confident Retirement
         approach. We offer clients annuities, life insurance and
        disability income insurance products to meet their needs or current
        stage in life—whether that is covering essentials, ensuring lifestyle,
        preparing for the unexpected

        or leaving a legacy. RiverSource seeks to partner with our advisors to
        address clients’ goals and long-term needs at a differentiated level and
        provide a strong risk

        profile.

        Retirement Solutions

        Through our advisors, we provide 

        RiverSource
         annuity products to clients to help individuals address their asset accumulation and income goals. Our advisor
        network is the only distributor of new 

        RiverSource
         annuity products, although advisors offer fixed, variable, and structured annuities from selected unaffiliated
        insurers. As part of the continued evolution of the business model for
        our Retirement & Protection Solutions segment, we focus on the
        accumulation solutions

        clients want (such as the structured variable annuity, a registered
        index-linked annuity).

        Revenues for our variable annuity products are primarily earned as fees
        based on a contractholder’s benefit base, contract value or separate
        account values, which is

        impacted by both market movements and net asset flows. We also earn net
        investment income on general account assets supporting reserves for
        non-life contingent

        payout annuities, structured variable annuities, certain guaranteed
        benefits and fixed investment options offered with variable annuities,
        and on capital supporting

        the business. In addition, we receive fees charged on assets allocated
        to our separate accounts to cover administrative costs and a portion of
        the management fees

        from the underlying investment accounts in which assets are invested.
        Revenues for our payout annuities with a life contingent feature are
        earned as premium

        revenue. Intersegment revenues for this segment reflect fees paid by our
        Asset Management segment for marketing support and other services
        provided in

        connection with the availability of VIT Funds. Intersegment expenses for
        this segment include distribution expenses for services provided by our
        Advice & Wealth

        Management segment, as well as expenses for investment management
        services provided by our Asset Management segment. All intersegment
        activity is eliminated

        in our consolidated results.

        Protection

        We provide life and disability income insurance products to address the
        protection and risk management needs of our retail clients. New 

        RiverSource
         insurance
        products are exclusively offered through our advisor network. Our
        advisors also offer insurance products of unaffiliated carriers. The
        primary sources of revenues for

        our protection business are premiums, fees and charges we receive to
        assume insurance-related risk. We earn net investment income on owned
        assets supporting

        insurance reserves and on capital supporting the business.
  - source_sentence: >-
      What critical accounting estimate is highlighted regarding the valuation
      of investments in Ameriprise Financial, Inc.'s financial statements?
    sentences:
      - >-
        Additionally, users can sign up to receive automatic

        notifications when new materials are posted. The information found on
        the website is not incorporated by reference into this report or in any
        other report or

        document we furnish or file with the SEC.

        Item 1A. 

        Risk Factors

        Our operations and financial results are subject to various risks and
        uncertainties, including those described below, that could have a
        material adverse effect on our

        business, financial condition or results of operations and could cause
        the trading price of our common stock to decline. We believe that the
        following information

        identifies the material factors affecting our company based on the
        information we currently know. However, the risks and uncertainties our
        company faces are not

        limited to those described below. Additional risks and uncertainties not
        presently known to us or that we currently believe to be immaterial may
        also adversely affect

        our business.

        Market Risks

        Our results of operations and financial condition may be adversely
        affected by market fluctuations and by economic, political and other
        factors.

        Our results of operations and financial condition may be materially
        affected by market fluctuations and by economic and other factors. Such
        factors, which can be

        global, regional, national or local in nature, include: (i) the level
        and volatility of the markets, including equity prices, interest rates,
        commodity prices, currency values

        and other market indices and drivers; 

        (ii) geopolitical strain, terrorism and armed conflicts, (iii) political
        dynamics or elections and social, economic and market

        conditions; (iv) the availability and cost of capital; (v) global health
        emergencies (such as the coronavirus disease 2019 (“COVID-19”)
        pandemic); (vi) technological

        changes and

        16
      - >-
        Index

        Ameriprise Financial, Inc.

        The following table reconciles net income to adjusted operating earnings
        and the five-point average of quarter-end equity to adjusted operating
        equity:
         
        Years Ended December 31,

        2023

        2022

        (in millions)

        Net income

        $

        2,556 

        $

        3,149 

        Less: Adjustments 

        (555)

        264 

        Adjusted operating earnings

        $

        3,111 

        $

        2,885 

        Total Ameriprise Financial, Inc. shareholders’ equity

        $

        4,116 

        $

        4,170 

        Less: AOCI, net of tax

        (2,297)

        (1,769)

        Total Ameriprise Financial, Inc. shareholders’ equity, excluding AOCI

        6,413 

        5,939 

        Less: Equity impacts attributable to CIEs

        (4)

         

        Adjusted operating equity

        $

        6,417 

        $

        5,939 

        Return on equity, excluding AOCI

        39.9 

        %

        53.0 

        %

        Adjusted operating return on equity, excluding AOCI

        48.5 

        %

        48.6 

        %

        Adjustments reflect the sum of after-tax net realized investment
        gains/losses, net of the reinsurance accrual; the market impact on
        non-traditional long-duration products (including

        variable and fixed deferred annuity contracts and UL insurance
        contracts), net of hedges and the reinsurance accrual; mean reversion
        related impacts; block transfer reinsurance

        transaction impacts; the market impact of hedges to offset interest rate
        and currency changes on unrealized gains or losses for certain
        investments; gain or loss on disposal of a

        business that is not considered discontinued operations; integration and
        restructuring charges; income (loss) from discontinued operations; and
        net income (loss) from consolidated

        investment entities. After-tax is calculated using the statutory tax
        rate of 21%.

        Adjusted operating return on equity, excluding AOCI is calculated using
        adjusted operating earnings in the numerator and Ameriprise Financial
        shareholders’ equity, excluding AOCI

        and the impact of consolidating investment entities using a five-point
        average of quarter-end equity in the denominator. After-tax is
        calculated using the statutory rate of 21%.

        The following table reconciles GAAP total equity to Available Capital
        for Capital Adequacy:

        December 31, 2023

        December 31, 2022

        (in millions)

        Ameriprise Financial, Inc. GAAP total equity

        $

        4,729 

        $

        3,803 

        Less: AOCI

        (1,766)

        (2,546)

        Ameriprise Financial, Inc. GAAP total equity, excluding AOCI

        6,495 

        6,349 

        Less: RiverSource Life Insurance Company GAAP equity, excluding AOCI

        1,851 

        2,057 

        Add: RiverSource Life Insurance Company statutory total adjusted capital

        3,093 

        3,103 

        Less: Goodwill and intangibles

        2,622 

        2,485 

        Add: Other adjustments

        303 

        299 
           Available Capital for Capital Adequacy
        $

        5,418 

        $

        5,209 

        Critical Accounting Estimates

        The accounting and reporting policies that we use affect our
        Consolidated Financial Statements. Certain of our accounting and
        reporting policies are critical to an

        understanding of our consolidated results of operations and financial
        condition and, in some cases, the application of these policies can be
        significantly affected by

        the estimates, judgments and assumptions made by management during the
        preparation of our Consolidated Financial Statements. The accounting and
        reporting

        policies and estimates we have identified as fundamental to a full
        understanding of our consolidated results of operations and financial
        condition are described

        below. See Note 2 to our Consolidated Financial Statements for further
        information about our accounting policies.

        Valuation of Investments

        The most significant component of our investments is our
        Available-for-Sale securities, which we carry at fair value within our
        Consolidated Balance Sheets. See

        Note 16 to our Consolidated Financial Statements for discussion of the
        fair value of our Available-for-Sale securities. Financial markets are
        subject to significant

        movements in valuation and liquidity, which can impact our ability to
        liquidate and the selling price that can be realized for our securities
        and increases the use of

        judgment in determining the estimated fair value of certain investments.
        We are unable to predict impacts and determine sensitivities in reported
        amounts reflecting

        such market movements on our aggregate Available-for-Sale portfolio.
        Changes to these assumptions do not occur in isolation and it is
        impracticable to predict such

        impacts at the individual security unit of measure which are
        predominately Level 2 fair value and based on observable inputs.

        (1)
         (2)
        (1) 

        (2) 

        34
      - >-
        Our comprehensive hedging program focuses mainly

        on first order sensitivities of assets and liabilities: Equity Market
        Level (Delta), Interest Rate Level (Rho) and Volatility (Vega).
        Additionally, various second order

        sensitivities are managed. We use various options, swaptions, swaps and
        futures to manage risk exposures. The exposures are measured and
        monitored daily, and

        adjustments to the hedge portfolio are made as necessary.

        To evaluate interest rate and equity price risk we perform sensitivity
        testing which measures the impact on pretax income from the sources
        listed below for a 12-month

        period following a hypothetical 100 basis point increase in interest
        rates or a hypothetical 10% decline in equity prices. The interest rate
        risk test assumes a sudden

        100 basis point parallel shift in the yield curve, with rates then
        staying at those levels for the next 12 months. The equity price risk
        test assumes a sudden 10% drop in

        equity prices, with equity prices then staying at those levels for the
        next 12 months. In estimating the values of variable annuities, indexed
        annuities, stock market

        certificates, indexed universal life (“IUL”) insurance and the
        associated hedging instruments, we assume no change in implied market
        volatility despite the 10% drop

        in equity prices.

        65
pipeline_tag: sentence-similarity
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
model-index:
  - name: SentenceTransformer based on Alibaba-NLP/gte-large-en-v1.5
    results:
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: Unknown
          type: unknown
        metrics:
          - type: cosine_accuracy@1
            value: 0.6062146892655367
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.8508474576271187
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.9225988700564972
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.9711864406779661
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.6062146892655367
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.28361581920903955
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.18451977401129946
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.09711864406779663
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.6062146892655367
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.8508474576271187
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.9225988700564972
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.9711864406779661
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.7958373595232834
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.7385916061339796
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.7402573835068733
            name: Cosine Map@100
          - type: dot_accuracy@1
            value: 0.6062146892655367
            name: Dot Accuracy@1
          - type: dot_accuracy@3
            value: 0.8502824858757062
            name: Dot Accuracy@3
          - type: dot_accuracy@5
            value: 0.9225988700564972
            name: Dot Accuracy@5
          - type: dot_accuracy@10
            value: 0.9711864406779661
            name: Dot Accuracy@10
          - type: dot_precision@1
            value: 0.6062146892655367
            name: Dot Precision@1
          - type: dot_precision@3
            value: 0.2834274952919021
            name: Dot Precision@3
          - type: dot_precision@5
            value: 0.18451977401129946
            name: Dot Precision@5
          - type: dot_precision@10
            value: 0.09711864406779662
            name: Dot Precision@10
          - type: dot_recall@1
            value: 0.6062146892655367
            name: Dot Recall@1
          - type: dot_recall@3
            value: 0.8502824858757062
            name: Dot Recall@3
          - type: dot_recall@5
            value: 0.9225988700564972
            name: Dot Recall@5
          - type: dot_recall@10
            value: 0.9711864406779661
            name: Dot Recall@10
          - type: dot_ndcg@10
            value: 0.7952805938024372
            name: Dot Ndcg@10
          - type: dot_mrr@10
            value: 0.7378952560308499
            name: Dot Mrr@10
          - type: dot_map@100
            value: 0.7395749514077584
            name: Dot Map@100

SentenceTransformer based on Alibaba-NLP/gte-large-en-v1.5

This is a sentence-transformers model finetuned from Alibaba-NLP/gte-large-en-v1.5. It maps sentences & paragraphs to a 1024-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: Alibaba-NLP/gte-large-en-v1.5
  • Maximum Sequence Length: 8192 tokens
  • Output Dimensionality: 1024 tokens
  • Similarity Function: Cosine Similarity

Model Sources

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 8192, 'do_lower_case': False}) with Transformer model: NewModel 
  (1): Pooling({'word_embedding_dimension': 1024, '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})
)

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("sentence_transformers_model_id")
# Run inference
sentences = [
    "What critical accounting estimate is highlighted regarding the valuation of investments in Ameriprise Financial, Inc.'s financial statements?",
    'Index\nAmeriprise Financial, Inc.\nThe following table reconciles net income to adjusted operating earnings and the five-point average of quarter-end equity to adjusted operating equity:\n \nYears Ended December 31,\n2023\n2022\n(in millions)\nNet income\n$\n2,556 \n$\n3,149 \nLess: Adjustments \n(555)\n264 \nAdjusted operating earnings\n$\n3,111 \n$\n2,885 \nTotal Ameriprise Financial, Inc. shareholders’ equity\n$\n4,116 \n$\n4,170 \nLess: AOCI, net of tax\n(2,297)\n(1,769)\nTotal Ameriprise Financial, Inc. shareholders’ equity, excluding AOCI\n6,413 \n5,939 \nLess: Equity impacts attributable to CIEs\n(4)\n— \nAdjusted operating equity\n$\n6,417 \n$\n5,939 \nReturn on equity, excluding AOCI\n39.9 \n%\n53.0 \n%\nAdjusted operating return on equity, excluding AOCI\n48.5 \n%\n48.6 \n%\nAdjustments reflect the sum of after-tax net realized investment gains/losses, net of the reinsurance accrual; the market impact on non-traditional long-duration products (including\nvariable and fixed deferred annuity contracts and UL insurance contracts), net of hedges and the reinsurance accrual; mean reversion related impacts; block transfer reinsurance\ntransaction impacts; the market impact of hedges to offset interest rate and currency changes on unrealized gains or losses for certain investments; gain or loss on disposal of a\nbusiness that is not considered discontinued operations; integration and restructuring charges; income (loss) from discontinued operations; and net income (loss) from consolidated\ninvestment entities. After-tax is calculated using the statutory tax rate of 21%.\nAdjusted operating return on equity, excluding AOCI is calculated using adjusted operating earnings in the numerator and Ameriprise Financial shareholders’ equity, excluding AOCI\nand the impact of consolidating investment entities using a five-point average of quarter-end equity in the denominator. After-tax is calculated using the statutory rate of 21%.\nThe following table reconciles GAAP total equity to Available Capital for Capital Adequacy:\nDecember 31, 2023\nDecember 31, 2022\n(in millions)\nAmeriprise Financial, Inc. GAAP total equity\n$\n4,729 \n$\n3,803 \nLess: AOCI\n(1,766)\n(2,546)\nAmeriprise Financial, Inc. GAAP total equity, excluding AOCI\n6,495 \n6,349 \nLess: RiverSource Life Insurance Company GAAP equity, excluding AOCI\n1,851 \n2,057 \nAdd: RiverSource Life Insurance Company statutory total adjusted capital\n3,093 \n3,103 \nLess: Goodwill and intangibles\n2,622 \n2,485 \nAdd: Other adjustments\n303 \n299 \n   Available Capital for Capital Adequacy\n$\n5,418 \n$\n5,209 \nCritical Accounting Estimates\nThe accounting and reporting policies that we use affect our Consolidated Financial Statements. Certain of our accounting and reporting policies are critical to an\nunderstanding of our consolidated results of operations and financial condition and, in some cases, the application of these policies can be significantly affected by\nthe estimates, judgments and assumptions made by management during the preparation of our Consolidated Financial Statements. The accounting and reporting\npolicies and estimates we have identified as fundamental to a full understanding of our consolidated results of operations and financial condition are described\nbelow. See Note 2 to our Consolidated Financial Statements for further information about our accounting policies.\nValuation of Investments\nThe most significant component of our investments is our Available-for-Sale securities, which we carry at fair value within our Consolidated Balance Sheets. See\nNote 16 to our Consolidated Financial Statements for discussion of the fair value of our Available-for-Sale securities. Financial markets are subject to significant\nmovements in valuation and liquidity, which can impact our ability to liquidate and the selling price that can be realized for our securities and increases the use of\njudgment in determining the estimated fair value of certain investments. We are unable to predict impacts and determine sensitivities in reported amounts reflecting\nsuch market movements on our aggregate Available-for-Sale portfolio. Changes to these assumptions do not occur in isolation and it is impracticable to predict such\nimpacts at the individual security unit of measure which are predominately Level 2 fair value and based on observable inputs.\n(1)\n (2)\n(1) \n(2) \n34',
    'Additionally, users can sign up to receive automatic\nnotifications when new materials are posted. The information found on the website is not incorporated by reference into this report or in any other report or\ndocument we furnish or file with the SEC.\nItem 1A. \nRisk Factors\nOur operations and financial results are subject to various risks and uncertainties, including those described below, that could have a material adverse effect on our\nbusiness, financial condition or results of operations and could cause the trading price of our common stock to decline. We believe that the following information\nidentifies the material factors affecting our company based on the information we currently know. However, the risks and uncertainties our company faces are not\nlimited to those described below. Additional risks and uncertainties not presently known to us or that we currently believe to be immaterial may also adversely affect\nour business.\nMarket Risks\nOur results of operations and financial condition may be adversely affected by market fluctuations and by economic, political and other factors.\nOur results of operations and financial condition may be materially affected by market fluctuations and by economic and other factors. Such factors, which can be\nglobal, regional, national or local in nature, include: (i) the level and volatility of the markets, including equity prices, interest rates, commodity prices, currency values\nand other market indices and drivers; \n(ii) geopolitical strain, terrorism and armed conflicts, (iii) political dynamics or elections and social, economic and market\nconditions; (iv) the availability and cost of capital; (v) global health emergencies (such as the coronavirus disease 2019 (“COVID-19”) pandemic); (vi) technological\nchanges and\n16',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]

# 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 0.6062
cosine_accuracy@3 0.8508
cosine_accuracy@5 0.9226
cosine_accuracy@10 0.9712
cosine_precision@1 0.6062
cosine_precision@3 0.2836
cosine_precision@5 0.1845
cosine_precision@10 0.0971
cosine_recall@1 0.6062
cosine_recall@3 0.8508
cosine_recall@5 0.9226
cosine_recall@10 0.9712
cosine_ndcg@10 0.7958
cosine_mrr@10 0.7386
cosine_map@100 0.7403
dot_accuracy@1 0.6062
dot_accuracy@3 0.8503
dot_accuracy@5 0.9226
dot_accuracy@10 0.9712
dot_precision@1 0.6062
dot_precision@3 0.2834
dot_precision@5 0.1845
dot_precision@10 0.0971
dot_recall@1 0.6062
dot_recall@3 0.8503
dot_recall@5 0.9226
dot_recall@10 0.9712
dot_ndcg@10 0.7953
dot_mrr@10 0.7379
dot_map@100 0.7396

Training Details

Training Dataset

Unnamed Dataset

  • Size: 9,400 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: 12 tokens
    • mean: 22.99 tokens
    • max: 44 tokens
    • min: 107 tokens
    • mean: 671.18 tokens
    • max: 977 tokens
  • Samples:
    sentence_0 sentence_1
    What is the fiscal year end date for Ameriprise Financial, Inc. as stated in the document? UNITED STATES
    SECURITIES AND EXCHANGE COMMISSION
    WASHINGTON, D.C. 20549
    FORM
    10-K
    ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT
    OF 1934
    For the Fiscal Year Ended
    December 31
    , 2023
    OR
    TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE
    ACT OF 1934
    For the Transition Period from_______________________to_______________________
    Commission File No.
    1-32525
    AMERIPRISE FINANCIAL, INC.
    (Exact name of registrant as specified in its charter)
    Delaware

    13-3180631
    (State or other jurisdiction of incorporation or organization)
    (I.R.S. Employer Identification No.)
    1099 Ameriprise Financial Center
    Minneapolis
    Minnesota
    55474
    (Address of principal executive offices)
    (Zip Code)
    Registrant’s telephone number, including area code:
    (612)
    671-3131
    Securities registered pursuant to Section 12(b) of the Act:
    Title of each class
    Trading Symbol

    Name of each exchange on which registered
    Common Stock (par value $.01 per share)
    AMP
    New York Stock Exchange
    Securities registered pursuant to Section 12(g) of the Act: None
    Indicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act.
    Yes
    No
    Indicate by check mark if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Exchange Act.
    Yes
    No
    Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange
    Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has
    been subject to such filing requirements for the past 90 days.
    Yes
    No
    Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to
    Rule 405 of Regulation S-T (§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was
    required to submit such files).
    Yes
    No
    Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, smaller reporting company, or an emerging
    growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of
    the Exchange Act.
    Large Accelerated Filer
    Accelerated Filer
    Non-accelerated Filer
    Smaller reporting company
    Emerging growth company
    If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or
    revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act.
    Indicate by check mark whether the registrant has filed a report on and attestation to its management’s assessment of the effectiveness of its internal control over financial
    reporting under Section 404(b) of the Sarbanes-Oxley Act by the registered public accounting firm that prepared or issued its audit report.
    If securities are registered pursuant to Section 12(b) of the Act, indicate by check mark whether the financial statements of the registrant included in the filing
    reflect the correction of an error to previously issued financial statements.
    Indicate by check mark whether any of those error corrections are restatements that required a recovery analysis of incentive-based compensation received by
    any of the registrant’s executive officers during the relevant recovery period pursuant to §240.10D-1(b).
    Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act).
    Yes
    No
    The aggregate market value, as of June 30, 2023, of voting shares held by non-affiliates of the registrant was approximately $
    34.1
    billion.
    What is the Commission File Number for Ameriprise Financial, Inc.? UNITED STATES
    SECURITIES AND EXCHANGE COMMISSION
    WASHINGTON, D.C. 20549
    FORM
    10-K
    ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT
    OF 1934
    For the Fiscal Year Ended
    December 31
    , 2023
    OR
    TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE
    ACT OF 1934
    For the Transition Period from_______________________to_______________________
    Commission File No.
    1-32525
    AMERIPRISE FINANCIAL, INC.
    (Exact name of registrant as specified in its charter)
    Delaware

    13-3180631
    (State or other jurisdiction of incorporation or organization)
    (I.R.S. Employer Identification No.)
    1099 Ameriprise Financial Center
    Minneapolis
    Minnesota
    55474
    (Address of principal executive offices)
    (Zip Code)
    Registrant’s telephone number, including area code:
    (612)
    671-3131
    Securities registered pursuant to Section 12(b) of the Act:
    Title of each class
    Trading Symbol

    Name of each exchange on which registered
    Common Stock (par value $.01 per share)
    AMP
    New York Stock Exchange
    Securities registered pursuant to Section 12(g) of the Act: None
    Indicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act.
    Yes
    No
    Indicate by check mark if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Exchange Act.
    Yes
    No
    Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange
    Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has
    been subject to such filing requirements for the past 90 days.
    Yes
    No
    Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to
    Rule 405 of Regulation S-T (§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was
    required to submit such files).
    Yes
    No
    Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, smaller reporting company, or an emerging
    growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of
    the Exchange Act.
    Large Accelerated Filer
    Accelerated Filer
    Non-accelerated Filer
    Smaller reporting company
    Emerging growth company
    If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or
    revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act.
    Indicate by check mark whether the registrant has filed a report on and attestation to its management’s assessment of the effectiveness of its internal control over financial
    reporting under Section 404(b) of the Sarbanes-Oxley Act by the registered public accounting firm that prepared or issued its audit report.
    If securities are registered pursuant to Section 12(b) of the Act, indicate by check mark whether the financial statements of the registrant included in the filing
    reflect the correction of an error to previously issued financial statements.
    Indicate by check mark whether any of those error corrections are restatements that required a recovery analysis of incentive-based compensation received by
    any of the registrant’s executive officers during the relevant recovery period pursuant to §240.10D-1(b).
    Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act).
    Yes
    No
    The aggregate market value, as of June 30, 2023, of voting shares held by non-affiliates of the registrant was approximately $
    34.1
    billion.
    What is the trading symbol for Ameriprise Financial, Inc. on the New York Stock Exchange? UNITED STATES
    SECURITIES AND EXCHANGE COMMISSION
    WASHINGTON, D.C. 20549
    FORM
    10-K
    ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT
    OF 1934
    For the Fiscal Year Ended
    December 31
    , 2023
    OR
    TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE
    ACT OF 1934
    For the Transition Period from_______________________to_______________________
    Commission File No.
    1-32525
    AMERIPRISE FINANCIAL, INC.
    (Exact name of registrant as specified in its charter)
    Delaware

    13-3180631
    (State or other jurisdiction of incorporation or organization)
    (I.R.S. Employer Identification No.)
    1099 Ameriprise Financial Center
    Minneapolis
    Minnesota
    55474
    (Address of principal executive offices)
    (Zip Code)
    Registrant’s telephone number, including area code:
    (612)
    671-3131
    Securities registered pursuant to Section 12(b) of the Act:
    Title of each class
    Trading Symbol

    Name of each exchange on which registered
    Common Stock (par value $.01 per share)
    AMP
    New York Stock Exchange
    Securities registered pursuant to Section 12(g) of the Act: None
    Indicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act.
    Yes
    No
    Indicate by check mark if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Exchange Act.
    Yes
    No
    Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange
    Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has
    been subject to such filing requirements for the past 90 days.
    Yes
    No
    Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to
    Rule 405 of Regulation S-T (§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was
    required to submit such files).
    Yes
    No
    Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, smaller reporting company, or an emerging
    growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of
    the Exchange Act.
    Large Accelerated Filer
    Accelerated Filer
    Non-accelerated Filer
    Smaller reporting company
    Emerging growth company
    If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or
    revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act.
    Indicate by check mark whether the registrant has filed a report on and attestation to its management’s assessment of the effectiveness of its internal control over financial
    reporting under Section 404(b) of the Sarbanes-Oxley Act by the registered public accounting firm that prepared or issued its audit report.
    If securities are registered pursuant to Section 12(b) of the Act, indicate by check mark whether the financial statements of the registrant included in the filing
    reflect the correction of an error to previously issued financial statements.
    Indicate by check mark whether any of those error corrections are restatements that required a recovery analysis of incentive-based compensation received by
    any of the registrant’s executive officers during the relevant recovery period pursuant to §240.10D-1(b).
    Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act).
    Yes
    No
    The aggregate market value, as of June 30, 2023, of voting shares held by non-affiliates of the registrant was approximately $
    34.1
    billion.
  • Loss: MultipleNegativesRankingLoss with these parameters:
    {
        "scale": 20.0,
        "similarity_fct": "cos_sim"
    }
    

Training Hyperparameters

Non-Default Hyperparameters

  • eval_strategy: steps
  • per_device_train_batch_size: 10
  • per_device_eval_batch_size: 10
  • num_train_epochs: 5
  • multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand
  • overwrite_output_dir: False
  • do_predict: False
  • eval_strategy: steps
  • 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
  • torch_empty_cache_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: 5
  • 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
  • use_liger_kernel: False
  • eval_use_gather_object: False
  • batch_sampler: batch_sampler
  • multi_dataset_batch_sampler: round_robin

Training Logs

Epoch Step cosine_map@100
0.0532 50 0.7017
0.1064 100 0.7136
0.1596 150 0.7155
0.2128 200 0.7228
0.2660 250 0.7403

Framework Versions

  • Python: 3.10.12
  • Sentence Transformers: 3.2.1
  • Transformers: 4.45.1
  • PyTorch: 2.1.0+cu118
  • Accelerate: 1.0.1
  • Datasets: 3.1.0
  • Tokenizers: 0.20.1

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}
}