Model save

1_Pooling/config.json

@@ -0,0 +1,10 @@
+{
+  "word_embedding_dimension": 768,
+  "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
+}

README.md

@@ -0,0 +1,1106 @@
+---
+language:
+- en
+license: apache-2.0
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:909
+- loss:MatryoshkaLoss
+- loss:MultipleNegativesRankingLoss
+base_model: BAAI/bge-base-en-v1.5
+widget:
+- source_sentence: Which rule specifies coverage for theft of materials and supplies
+    for a dwelling under construction prior to occupancy, including time increments
+    of 30 days?
+  sentences:
+  - 'aig property casualty company private passenger auto manual ohio rules 3 edition:
+    12/2022 a. the vehicle is for the use of the individual, spouse or relatives in
+    the same household. b. the policy is issued in the name of the individual, husband
+    and wife, individual dba, or husband and wife dba; c. the vehicle otherwise meets
+    the eligibility requirements. b. a personal auto policy shall be used to afford
+    coverage to private passenger autos and pickups and vans as defined in rule 1,
+    that are owned jointly by two or more: 1. relatives other than husband and wife;
+    2. resident individuals, or 3. non-resident relatives including a non-resident
+    husband and wife, if: they are written on a specified auto basis and c. a personal
+    auto policy shall be used to afford coverage to motorcycles, motor homes, golf
+    carts or other similar type vehicles and snowmobiles if: 1. they are written on
+    a specified vehicle basis, 2. they are owned by: a. an individual b. a husband
+    and wife c. two or more relatives other than husband and wife d. two or more resident
+    individuals, and e. vehicles owned by corporation are eligible is they meet the
+    requirements as set forth in a. 3, above. 3. coverage is limited in accordance
+    with the miscellaneous type vehicle or snowmobile endorsement. d. a personal auto
+    policy shall be used to afford coverage to a named individual who does not own
+    an auto. the named non-owner coverage endorsement must be attached. rule 2 - premium
+    period the premium period is normally 12 months. when coverage is written for
+    a term other than 12 months, the rate shall be calculated on a pro-rata basis.
+    six month policy term premiums shall be half the 12 month policy term premium.
+    rule 3 - cancellation on all cancellations the earned premium retained shall be
+    calculated on a pro-rata basis for the length of time the policy or coverage was
+    in force.'
+  - 'multistate - homeowners rules filing ho-2022-rbp22 page 38 ©️ insurance services
+    office, inc., 2022 b. premium refer to state company rates. c. endorsement use
+    special coverage - spoilage of perishable stock endorsement ho 07 55. 6. valuable
+    papers and records endorsements a. increased limits (1) coverage the home business
+    insurance coverage endorsement provides a basic limit of $2,500 for valuable papers
+    and records coverage. this limit may be increased. the amount is specified in
+    the schedule of endorsement ho 07 56. (2) premium refer to state company rates.
+    (3) endorsement use valuable papers and records coverage increased limits endorsement
+    ho 07 56. b. special coverage (1) coverage extends the basic $2,500 limit of liability
+    for valuable papers and records coverage from: (a)named perils in forms ho 00
+    02, ho 00 03, ho 00 04 and ho 00 06; and (b)special coverage in forms ho 00 05,
+    ho 00 04 with ho 05 24 and ho 00 06 with ho 17 31; to expanded special coverage.
+    increased limits for expanded special coverage are also available. (2) premium
+    refer to state company rates. (3) endorsement use special coverage for valuable
+    papers and records endorsement ho 07 57. 7. off-premises property coverage - increased
+    limits a. endorsement coverage for business property, other than money and securities,
+    that is away from the residence premises at the time of loss may be increased
+    from $5,000 to $10,000. check the appropriate box in the schedule of the home
+    business insurance coverage endorsement. b. premium refer to state company rates.
+    531. limited theft - dwelling under construction - all forms except ho 00 08 and
+    ho 00 14 a. introduction the policy does not cover theft in or to a dwelling under
+    construction, or of materials and supplies for use in the construction, until
+    the dwelling is finished and occupied.'
+  - 'subject to minimum premium of $350 (b) all other risk types: 5% of the premises/operations
+    premium before modifications. subject to minimum premium of $250 the following
+    is added to paragraph e.1.c: (1) limited pollution coverage - work sites 97271
+    (a) description of coverage this coverage extends bodily injury and property damage
+    liability arising out of a pollution incident on or from the insured''s work site.
+    (b) coverage limits $100,000 each pollution incident /$100,000 pollution aggregate
+    subject to $1,000 per incident deductible. (c) eligibility all contractor classes
+    exclusive of the classes listed on the non-binder list. (d) endorsement charge:
+    $350, company premium modifications do not apply.'
+- source_sentence: How much customizing equipment coverage is automatically included
+    for pickups or vans under Wespak and Wespak Estate?
+  sentences:
+  - 'in addition, the driver must be 55 or older and have completed a motor vehicle
+    accident prevention course approved by the department of public safety. proof
+    consists of a completion certificate dated within the most recent thirty-six (36)
+    month period. the premium reduction shall be effective for a period of three (3)
+    years after completion of the course. rule number: d06 rule description: permit
+    rating drivers with a learner''s permit who are under the age of 19 and a child
+    of the primary named insured, will not be included in the rating of the policy.
+    the permit driver will become a rated driver at the earliest of 1. notification
+    by the insured that the permit driver has obtained his/her full license, or 2.
+    the second renewal of the policy after the permit driver is at least 16 years
+    of age. we will notify the customer of the change in rating. all other permit
+    drivers must be rated or specifically excluded from coverage by completing the
+    driver exclusion block on the application.'
+  - homeowners lines manual options and endorsements endorsement 506 - liability coverage
+    for farmland rented to others this endorsement may be purchased to extend section
+    ii coverages to cover up to 500 acres of farmland (without buildings) owned by
+    an insured and rented to others and described in the declarations or by endorsement.
+    refer to the liability limits premium table for premiums the premium for this
+    endorsement is added to the "net basicpremium". endorsement 511 - identity fraud
+    expense coverage this endorsement provides coverage, subject to a $25,000 limit,
+    for expenses incurred by an insured as the direct result of identity fraud committed
+    against the insured. a $250 deductible applies per loss. the premium is added
+    to the "net basic premium". annual premium is $25.00 endorsement 525 - matching
+    undamaged siding and/or roofing coverage this endorsement provides coverage, subject
+    to a $20,000 limit, for the cost incurred to replace any undamaged portion of
+    vinyl or metal siding or architectural (laminated) asphalt shingle or 3-tab shingle
+    roofing where similar components are no longer available to repair or replace
+    the damaged portion of the siding or roofing. the premium for this endorsement
+    is added to the "net basic premium". annual premium is $20.00 for all deductible
+    options this endorsement will not be available for new business and policies renewing
+    on or after august 1, 2013 that do not already have this endorsement. policies
+    that carry this endorsement prior to august 1, 2013 can retain it on renewal.
+    endorsement 535 - matching undamaged siding this endorsement provides coverage,
+    subject to a $20,000 limit, for the cost incurred to replace any undamaged portion
+    of vinyl or metal siding where similar components are no longer available to repair
+    or replace the damaged portion of the siding. the premium for this endorsement
+    is added to the "net basic premium".
+  - 'westfield insurance company personal lines manual auto - pillar section 3: general
+    rules westfield national insurance company x american select insurance company
+    mi 09-18 page . 37 customizing equipment coverage for pickups and vans $1,000
+    of customizing equipment coverage for any van or pickup is included in wespak
+    and wespak estate policies. comprehensive coverage must be provided to the van
+    or pickup. this coverage can be added to a personal auto (apv) policy by way of
+    the optional endorsement pa 13 32. comprehensive coverage must be provided for
+    the van or pickup in order for customizing equipment coverage to apply. refer
+    to the rate pages for the applicable rate. coverage includes: 1. custom furnishings
+    or equipment including; but not limited to: special carpeting special insulation
+    furniture or bars height-extending roofs custom murals, paintings or other graphics
+    2. permanently installed equipment designed for other than normal operation including,
+    but not limited to: winches light bars tool boxes 3. equipment designed to assist
+    the handicapped including, but not limited to: lifts ramps power seats power pans
+    coverage for caps, covers and bed liners is included in the base personal auto,
+    wespak and wespak estate policy forms. full customizing equipment coverage (no
+    limit) is available for personal auto, wespak and wespak estate policies by way
+    of endorsement (personal auto: pa 03 18; wespak & wespak estate: wn 06 05). to
+    determine the applicable rate: * when a physical damage symbol is displayed in
+    the iso symbol manual for the pickup or van, increase the comprehensive and collision
+    premium by the factor shown in the rate pages.'
+- source_sentence: What discount might I qualify for if my car is equipped with a
+    hood lock plus an active disabling device that makes the ignition inoperative?
+  sentences:
+  - or ( 2). below. if a vehicle is equipped with more than one qualifying device,
+    only the single highest discount shall apply. refer to company for required evidence
+    of installation of anti-theft devices meeting the following criteria prior to
+    granting a discount. 1. alarm only and active disabling devices a discount on
+    comprehensive coverage shall be afforded on vehicles equipped with; (a). alarm
+    only devices which sound an audible alarm that can be heard at distance of at
+    least 300 feet for a minimum of three minutes, or (b). active disabling devices
+    which disable the vehicle by making the fuel, ignition or starting system inoperative.
+    a disabling device is categorized as active if a separate manual step is required
+    to engage the device. refer to the program adjustments rate table pages
+  - 'frankenmuth insurance company homeowner ohio - general rules b-3 01/23 eligibility
+    a. special form (ho-0003); ultra home guardian (ho-0009) - a homeowners policy
+    may be written for an eligible risk, provided coverage is to apply to: 1. the
+    owner-occupant(s) of a dwelling which is used exclusively for private residential
+    purposes (except as provided in the rules for incidental occupancies) and contains
+    not more than 2 families and with not more than two boarders or roomers per family;
+    or 2. the purchaser-occupant(s) of a home being purchased on land contract. the
+    seller retains title until completion of the payments and in no way acts as a
+    mortgagee. the seller''s interest in the building and premises liability may be
+    covered using endorsement ho-0441 - additional insured- residence premises; or
+    3. the occupant(s) of a dwelling under a life estate arrangement. the owner''s
+    interest in the building and premises liability may be covered using endorsement
+    ho-0441 - additional insured - residence premises; or 4. dwellings in course of
+    construction provided the policy is issued only in the name of the intended owner-occupant(s)
+    of the dwelling (not applicable to ultra home guardian, ho-0009). b. form ho-0004
+    - a homeowners policy may be issued only to: 1. the tenant(s) (non-owner) of a
+    dwelling or an apartment situated in any building (manufactured homes, mobile
+    homes, trailer homes and house trailers are ineligible); or 2. the owner-occupant(s)
+    of a dwelling, cooperative unit or of a building containing an apartment not otherwise
+    eligible for a homeowners policy under rule a above; provided the residence premises
+    occupied by the insured is used exclusively for residential purposes (except as
+    provided in the rules for incidental occupancies). when two non-related eligible
+    persons occupy the same apartment or rental dwelling, a tenant homeowners policy
+    cannot be issued covering the interest of both. each occupancy must be written
+    on a separate policy. c.'
+  - michigan manufactured homes manual rules 10-01-2013 allstate indemnity company
+    page imh3-1 rule 3 - mandatory coverages (sections i and ii) the manufactured
+    home policy affords coverage under section i and section ii. a. section i - physical
+    damage section i affords coverage against loss to the described manufactured home,
+    including attached and unattached structures, and personal property resulting
+    from an insured peril. other additional protection is provided such as that for
+    the loss of use of residence premises. the basic premium affords coverage subject
+    to the limits of liability set forth below. 1. coverage a - dwelling protection
+    dwelling protection losses are subject to the limit set forth on the declarations
+    page. 2. coverage b - other structure protection other structures protection losses
+    are subject to a limit of 10% of the coverage a limit. 3. coverage c - personal
+    property protection personal property protection losses are subject to a limit
+    of 50% of the coverage a limit. 4. additional protection additional coverage afforded
+    for non-liability losses not covered by section i. a. coverage d - additional
+    living expense additional living expenses are covered up to 6 months from the
+    date of loss not to exceed an amount equal to 20% of the coverage a limit. b.
+    section ii - family liability and guest medical protection section ii affords
+    coverage against loss resulting from personal liability and guest medical expense.
+    the package premium affords coverage subject to the following limits. 1. coverage
+    x - family liability protection - $50,000 2. coverage y - guest medical protection
+    - $500
+- source_sentence: Which coverage must be included under every auto liability policy
+    in Alabama unless rejected in writing by the insured?
+  sentences:
+  - 'personal lines auto rule manual safety pays auto program page 13.1 of 3 07/01/20
+    american family connect property and casualty insurance company alabama rule 13.
+    miscellaneous coverage a. uninsured motorist coverage this form of coverage shall
+    be afforded under every auto liability policy issued or delivered to the owner
+    of a motor vehicle registered or principally garaged in the state of alabama.
+    this coverage must apply to all vehicles on the policy. uninsured motor vehicle
+    coverage includes coverage for damages caused by underinsured motor vehicles.
+    exceptions: 1) the insured has the right to reject uninsured motorists coverage
+    in writing. if there is more than one named insured shown in the declaration,
+    each named insured must reject such coverage in writing. 2) subsequent renewal
+    policies issued by the same insurer need not provide the rejected coverage unless
+    the named insured requests such coverage in writing. limits of liability - uninsured
+    motorist coverage 1) basic limits and corresponding rates and rating factors for
+    bodily injury uninsured motorist insurance can be found in the rate manual. 2)
+    the insured may be offered the option to elect higher limits up to, but not exceeding,
+    the bodily injury liability limits afforded under the policy. rates - uninsured
+    motorist coverage the rates and rating factors for uninsured motorist coverage
+    are shown in the rate manual. b. auto accidental death and total disability coverage
+    does not apply. c. deductible insurance 1. deductible liability insurance - is
+    not available for vehicles classified and rated in accordance with the rules of
+    this manual. 2. collision - deductible options and the corresponding rate factors
+    are available as shown in the rate manual. 3. comprehensive - deductible options
+    and the corresponding rate factors are available as shown in the rate manual.
+    d. rental expense this coverage may be written only when comprehensive coverage
+    is afforded. the limits and their corresponding rating factors can be found in
+    the rate manual. note: this coverage is not available for any vehicle included
+    in the "miscellaneous types" rule.'
+  - 'stillwater insurance company multi-peril homeowners program california d-18 effective:
+    08-10-23 b6. coverage d - loss of use (ho 00 06) the policy automatically provides
+    20% of the coverage c limit for coverage d - loss of use. for policies with a
+    coverage c limit less than $250,000, the limit may be increased in increments
+    of $1,000. the total amount of coverage, which is the sum of the coverage provided
+    by the base policy and any increase in limit, cannot exceed $50,000. for policies
+    with a coverage c limit greater than or equal to $250,000, the coverage d limit
+    can exceed $50,000 due to the amount of coverage that is automatically provided
+    but the limit cannot be increased. premium per $1,000 $4 b7. business property-increased
+    limits (all forms except ho 00 08) the policy provides $2,500 on premises coverage
+    and $1,500 off premises coverage for personal property intended for use in a business.
+    coverage for merchandise held as samples or for sale or delivery is included.
+    coverage is not provided for electronic data processing equipment or the recording
+    or storage media used with that equipment. on premises coverage can be increased
+    to $5,000 for the following additional premium. the off-premises limit of $1,500
+    is automatically increased, at no additional charge, to an amount that is 60%
+    of the total on-premises limit of liability. policy form premium ho 00 03 $16
+    ho 00 04 & ho 00 06 19 attach endorsement ho 04 12, increased limits on business
+    property. b8. coverage b - other structures (ho 00 03 and ho 00 08) (a) the policy
+    provides a limit of liability for other structures equal to 10% of coverage a.
+    this limit may be increased for other structures on the premises. the premium
+    is developed using the following rate per $1,000 of the total value in excess
+    of the basic coverage.'
+  - 'pacific specialty insurance company ct - ho3/4/6 superior - man (ed. 10-23) page
+    21 for ho-3 and ho6 policies a policy may be issued in the name of a limited liability
+    corporation (llc), or a family limited partnership (flp), provided that all managing
+    member(s) and/or partner(s) are listed as an additional insured, and all the managing
+    member(s) and/or partner(s) are individuals. no other type of business or corporation
+    can be listed as a named insured. the property held by legal entity will be attached
+    to the policy. other persons or organizations with an insurable interest in the
+    property can be listed as an additional insured. additional interests can be added
+    to the policy to be notified of cancellation and nonrenewals for the risk. for
+    ho-4 policies persons or organizations with an insurable interest in the property
+    can be listed as an additional interest. attach: form pm27, additional insured
+    - property policies form pm28, property held by legal entity form pm137, additional
+    interests (residence premises) z. identity theft coverage (not available to tenant
+    or seasonal ho-6) for an additional charge of $25, identity theft resolution and
+    expense reimbursement services coverage can be added to the policy. this coverage
+    offers $25,000 for expenses incurred by an insured as a direct result of an identity
+    theft discovered during the policy period. additionally, the coverage offers access
+    to resolution services from a consumer fraud specialist who assists in the process
+    of restoring the insured''s identity from first call to crisis resolution. no
+    deductible applies to this coverage. this coverage is included when the preferred
+    or ultra preferred package is purchased; a different level of id theft coverage
+    is allowed to be selected. attach: form po42-ct, identity theft resolution and
+    expense reimbursement services coverage for an additional charge of $40, identity
+    theft resolution and expense reimbursement services coverage with credit monitoring
+    can be added to the policy. this coverage offers the same benefits of identity
+    theft resolution and expense reimbursement services coverage plus it includes
+    credit bureau monitoring for any changes to the insured''s credit file.'
+- source_sentence: What is the maximum combined number of surcharge points a driver
+    can have before becoming unacceptable to Founders?
+  sentences:
+  - 'acceptability wi-ppa page 10 effective 08/18/19 underage household residents
+    / non-licensed household resident all unlicensed persons age 15 and older who
+    reside in the named insured''s household must be listed on the application as
+    non-licensed household residents. the insured must notify founders within 14 days
+    of any person who becomes a household resident, or is a current resident who reaches
+    the age of 15 after the date of application. the insured must notify founders
+    when an underage household resident or non-licensed household resident obtains
+    a learner''s permit, and again when that individual obtains a probationary license
+    or a permanent driver''s license. coverage under the policy may be denied if an
+    undisclosed driver is operating an insured vehicle at the time of an accident.
+    unacceptable risks - all coverages unacceptable applicants/drivers 1. named insured(s)
+    who have never been licensed (except a non -licensed spouse). 2. operators without:
+    a valid driver''s license (except a driver with a suspended, revoked, expired
+    or cancelled driver''s license seeking to regain his license through a financial
+    responsibility filing); or an international/foreign driver''s license (if never
+    licensed in the united states); or a learner''s permit; or a probationary driver''s
+    license; or a temporary driver''s license; or an interim driver''s license. 3.
+    drivers with licenses issued in new york, new jersey, and michigan. 4. operators
+    under the minimum age for state licensing, except those with a temporary permit.
+    5. policies where an operator has a permanently revoked license. 6. any applicant
+    or operator with more than 20 major, intermediate, minor, alcohol/drug or at-fault
+    accident surcharge points. (refer to section 4. discounts, points and surcharges.)
+    7. operators with a suspended, revoked, expired , or cancelled license unless
+    proof of financial responsibility is required to regain their license. 8. sr-22
+    filing(s) in states other than wisconsin, illinois, indiana and ohio. 9.'
+  - '2. special deductible provision - a. in the event of a covered loss, no deductible
+    applies under coverage d - loss of use, for the civil authority prohibits use
+    section. homeowner and condominium 1. mortgage protection coverage if a covered
+    peril causes a "constructive total loss" to the residence premises, and as a result
+    of the loss a new mortgage is obtained within one year of the date of the loss,
+    at a higher interest rate, for the repair or replacement of the dwelling, we will
+    reimburse the following costs and expenses, related to obtaining the new mortgage:
+    a. new mortgage acquisition costs - we will reimburse up to $1,500 for standard
+    and customary closing costs, fees, and related expenses incurred as a result of
+    obtaining a new mortgage. b. additional monthly mortgage expense - we will reimburse
+    that part of the additional monthly mortgage expense which is due to a higher
+    rate of interest for the same principal amount, based on the balance owed on the
+    original mortgage at the time of loss and for the same loan term. our limit of
+    liability shall not exceed $300 per month for three years from the date of the
+    first mortgage payment. this coverage is additional insurance. no deductible applies
+    to this coverage. note: these endorsements are issued by the company shown in
+    the declarations as the issuing company.'
+  - (3) water damage water damage coverage to property described in coverage c away
+    from a premises or location owned, rented, occupied or controlled by an insured
+    is provided. factor 1.40 attach endorsement ho 05 24, special personal property
+    coverage (ho 00 04); or attach endorsement ho 17 31, unit-owners coverage c special
+    coverage (ho 00 06).
+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
+model-index:
+- name: BGE base Financial Matryoshka
+  results:
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: dim 768
+      type: dim_768
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.4019607843137255
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@3
+      value: 0.5686274509803921
+      name: Cosine Accuracy@3
+    - type: cosine_accuracy@5
+      value: 0.7156862745098039
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.7843137254901961
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.4019607843137255
+      name: Cosine Precision@1
+    - type: cosine_precision@3
+      value: 0.18954248366013068
+      name: Cosine Precision@3
+    - type: cosine_precision@5
+      value: 0.14313725490196072
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.07843137254901959
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.4019607843137255
+      name: Cosine Recall@1
+    - type: cosine_recall@3
+      value: 0.5686274509803921
+      name: Cosine Recall@3
+    - type: cosine_recall@5
+      value: 0.7156862745098039
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.7843137254901961
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.5825071579190789
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.5188958916900095
+      name: Cosine Mrr@10
+    - type: cosine_map@100
+      value: 0.5270476353988504
+      name: Cosine Map@100
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: dim 512
+      type: dim_512
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.4019607843137255
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@3
+      value: 0.5784313725490197
+      name: Cosine Accuracy@3
+    - type: cosine_accuracy@5
+      value: 0.6862745098039216
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.7745098039215687
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.4019607843137255
+      name: Cosine Precision@1
+    - type: cosine_precision@3
+      value: 0.19281045751633982
+      name: Cosine Precision@3
+    - type: cosine_precision@5
+      value: 0.13725490196078427
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.07745098039215684
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.4019607843137255
+      name: Cosine Recall@1
+    - type: cosine_recall@3
+      value: 0.5784313725490197
+      name: Cosine Recall@3
+    - type: cosine_recall@5
+      value: 0.6862745098039216
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.7745098039215687
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.5775664905581038
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.515410052910053
+      name: Cosine Mrr@10
+    - type: cosine_map@100
+      value: 0.5240904157361616
+      name: Cosine Map@100
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: dim 256
+      type: dim_256
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.3627450980392157
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@3
+      value: 0.5784313725490197
+      name: Cosine Accuracy@3
+    - type: cosine_accuracy@5
+      value: 0.6372549019607843
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.7450980392156863
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.3627450980392157
+      name: Cosine Precision@1
+    - type: cosine_precision@3
+      value: 0.19281045751633982
+      name: Cosine Precision@3
+    - type: cosine_precision@5
+      value: 0.12745098039215683
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.0745098039215686
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.3627450980392157
+      name: Cosine Recall@1
+    - type: cosine_recall@3
+      value: 0.5784313725490197
+      name: Cosine Recall@3
+    - type: cosine_recall@5
+      value: 0.6372549019607843
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.7450980392156863
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.5509657105939726
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.48982259570494874
+      name: Cosine Mrr@10
+    - type: cosine_map@100
+      value: 0.4999244028724582
+      name: Cosine Map@100
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: dim 128
+      type: dim_128
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.30392156862745096
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@3
+      value: 0.4803921568627451
+      name: Cosine Accuracy@3
+    - type: cosine_accuracy@5
+      value: 0.5686274509803921
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.6568627450980392
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.30392156862745096
+      name: Cosine Precision@1
+    - type: cosine_precision@3
+      value: 0.16013071895424835
+      name: Cosine Precision@3
+    - type: cosine_precision@5
+      value: 0.11372549019607839
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.0656862745098039
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.30392156862745096
+      name: Cosine Recall@1
+    - type: cosine_recall@3
+      value: 0.4803921568627451
+      name: Cosine Recall@3
+    - type: cosine_recall@5
+      value: 0.5686274509803921
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.6568627450980392
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.469453092038343
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.410562558356676
+      name: Cosine Mrr@10
+    - type: cosine_map@100
+      value: 0.4226878763603868
+      name: Cosine Map@100
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: dim 64
+      type: dim_64
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.27450980392156865
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@3
+      value: 0.3627450980392157
+      name: Cosine Accuracy@3
+    - type: cosine_accuracy@5
+      value: 0.4117647058823529
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.5784313725490197
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.27450980392156865
+      name: Cosine Precision@1
+    - type: cosine_precision@3
+      value: 0.12091503267973856
+      name: Cosine Precision@3
+    - type: cosine_precision@5
+      value: 0.08235294117647057
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.05784313725490195
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.27450980392156865
+      name: Cosine Recall@1
+    - type: cosine_recall@3
+      value: 0.3627450980392157
+      name: Cosine Recall@3
+    - type: cosine_recall@5
+      value: 0.4117647058823529
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.5784313725490197
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.4017696504960539
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.348941798941799
+      name: Cosine Mrr@10
+    - type: cosine_map@100
+      value: 0.36092149517882277
+      name: Cosine Map@100
+---
+
+# BGE base Financial Matryoshka
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5). It maps sentences & paragraphs to a 768-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-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) <!-- at revision a5beb1e3e68b9ab74eb54cfd186867f64f240e1a -->
+- **Maximum Sequence Length:** 512 tokens
+- **Output Dimensionality:** 768 dimensions
+- **Similarity Function:** Cosine Similarity
+<!-- - **Training Dataset:** Unknown -->
+- **Language:** en
+- **License:** apache-2.0
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel 
+  (1): Pooling({'word_embedding_dimension': 768, '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:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+from sentence_transformers import SentenceTransformer
+
+# Download from the 🤗 Hub
+model = SentenceTransformer("bnkc123/obscura-v1")
+# Run inference
+sentences = [
+    'What is the maximum combined number of surcharge points a driver can have before becoming unacceptable to Founders?',
+    "acceptability wi-ppa page 10 effective 08/18/19 underage household residents / non-licensed household resident all unlicensed persons age 15 and older who reside in the named insured's household must be listed on the application as non-licensed household residents. the insured must notify founders within 14 days of any person who becomes a household resident, or is a current resident who reaches the age of 15 after the date of application. the insured must notify founders when an underage household resident or non-licensed household resident obtains a learner's permit, and again when that individual obtains a probationary license or a permanent driver's license. coverage under the policy may be denied if an undisclosed driver is operating an insured vehicle at the time of an accident. unacceptable risks - all coverages unacceptable applicants/drivers 1. named insured(s) who have never been licensed (except a non -licensed spouse). 2. operators without: a valid driver's license (except a driver with a suspended, revoked, expired or cancelled driver's license seeking to regain his license through a financial responsibility filing); or an international/foreign driver's license (if never licensed in the united states); or a learner's permit; or a probationary driver's license; or a temporary driver's license; or an interim driver's license. 3. drivers with licenses issued in new york, new jersey, and michigan. 4. operators under the minimum age for state licensing, except those with a temporary permit. 5. policies where an operator has a permanently revoked license. 6. any applicant or operator with more than 20 major, intermediate, minor, alcohol/drug or at-fault accident surcharge points. (refer to section 4. discounts, points and surcharges.) 7. operators with a suspended, revoked, expired , or cancelled license unless proof of financial responsibility is required to regain their license. 8. sr-22 filing(s) in states other than wisconsin, illinois, indiana and ohio. 9.",
+    '2. special deductible provision - a. in the event of a covered loss, no deductible applies under coverage d - loss of use, for the civil authority prohibits use section. homeowner and condominium 1. mortgage protection coverage if a covered peril causes a "constructive total loss" to the residence premises, and as a result of the loss a new mortgage is obtained within one year of the date of the loss, at a higher interest rate, for the repair or replacement of the dwelling, we will reimburse the following costs and expenses, related to obtaining the new mortgage: a. new mortgage acquisition costs - we will reimburse up to $1,500 for standard and customary closing costs, fees, and related expenses incurred as a result of obtaining a new mortgage. b. additional monthly mortgage expense - we will reimburse that part of the additional monthly mortgage expense which is due to a higher rate of interest for the same principal amount, based on the balance owed on the original mortgage at the time of loss and for the same loan term. our limit of liability shall not exceed $300 per month for three years from the date of the first mortgage payment. this coverage is additional insurance. no deductible applies to this coverage. note: these endorsements are issued by the company shown in the declarations as the issuing company.',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 768]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+# [3, 3]
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+## Evaluation
+
+### Metrics
+
+#### Information Retrieval
+
+* Dataset: `dim_768`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) with these parameters:
+  ```json
+  {
+      "truncate_dim": 768
+  }
+  ```
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@1   | 0.402      |
+| cosine_accuracy@3   | 0.5686     |
+| cosine_accuracy@5   | 0.7157     |
+| cosine_accuracy@10  | 0.7843     |
+| cosine_precision@1  | 0.402      |
+| cosine_precision@3  | 0.1895     |
+| cosine_precision@5  | 0.1431     |
+| cosine_precision@10 | 0.0784     |
+| cosine_recall@1     | 0.402      |
+| cosine_recall@3     | 0.5686     |
+| cosine_recall@5     | 0.7157     |
+| cosine_recall@10    | 0.7843     |
+| **cosine_ndcg@10**  | **0.5825** |
+| cosine_mrr@10       | 0.5189     |
+| cosine_map@100      | 0.527      |
+
+#### Information Retrieval
+
+* Dataset: `dim_512`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) with these parameters:
+  ```json
+  {
+      "truncate_dim": 512
+  }
+  ```
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@1   | 0.402      |
+| cosine_accuracy@3   | 0.5784     |
+| cosine_accuracy@5   | 0.6863     |
+| cosine_accuracy@10  | 0.7745     |
+| cosine_precision@1  | 0.402      |
+| cosine_precision@3  | 0.1928     |
+| cosine_precision@5  | 0.1373     |
+| cosine_precision@10 | 0.0775     |
+| cosine_recall@1     | 0.402      |
+| cosine_recall@3     | 0.5784     |
+| cosine_recall@5     | 0.6863     |
+| cosine_recall@10    | 0.7745     |
+| **cosine_ndcg@10**  | **0.5776** |
+| cosine_mrr@10       | 0.5154     |
+| cosine_map@100      | 0.5241     |
+
+#### Information Retrieval
+
+* Dataset: `dim_256`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) with these parameters:
+  ```json
+  {
+      "truncate_dim": 256
+  }
+  ```
+
+| Metric              | Value     |
+|:--------------------|:----------|
+| cosine_accuracy@1   | 0.3627    |
+| cosine_accuracy@3   | 0.5784    |
+| cosine_accuracy@5   | 0.6373    |
+| cosine_accuracy@10  | 0.7451    |
+| cosine_precision@1  | 0.3627    |
+| cosine_precision@3  | 0.1928    |
+| cosine_precision@5  | 0.1275    |
+| cosine_precision@10 | 0.0745    |
+| cosine_recall@1     | 0.3627    |
+| cosine_recall@3     | 0.5784    |
+| cosine_recall@5     | 0.6373    |
+| cosine_recall@10    | 0.7451    |
+| **cosine_ndcg@10**  | **0.551** |
+| cosine_mrr@10       | 0.4898    |
+| cosine_map@100      | 0.4999    |
+
+#### Information Retrieval
+
+* Dataset: `dim_128`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) with these parameters:
+  ```json
+  {
+      "truncate_dim": 128
+  }
+  ```
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@1   | 0.3039     |
+| cosine_accuracy@3   | 0.4804     |
+| cosine_accuracy@5   | 0.5686     |
+| cosine_accuracy@10  | 0.6569     |
+| cosine_precision@1  | 0.3039     |
+| cosine_precision@3  | 0.1601     |
+| cosine_precision@5  | 0.1137     |
+| cosine_precision@10 | 0.0657     |
+| cosine_recall@1     | 0.3039     |
+| cosine_recall@3     | 0.4804     |
+| cosine_recall@5     | 0.5686     |
+| cosine_recall@10    | 0.6569     |
+| **cosine_ndcg@10**  | **0.4695** |
+| cosine_mrr@10       | 0.4106     |
+| cosine_map@100      | 0.4227     |
+
+#### Information Retrieval
+
+* Dataset: `dim_64`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) with these parameters:
+  ```json
+  {
+      "truncate_dim": 64
+  }
+  ```
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@1   | 0.2745     |
+| cosine_accuracy@3   | 0.3627     |
+| cosine_accuracy@5   | 0.4118     |
+| cosine_accuracy@10  | 0.5784     |
+| cosine_precision@1  | 0.2745     |
+| cosine_precision@3  | 0.1209     |
+| cosine_precision@5  | 0.0824     |
+| cosine_precision@10 | 0.0578     |
+| cosine_recall@1     | 0.2745     |
+| cosine_recall@3     | 0.3627     |
+| cosine_recall@5     | 0.4118     |
+| cosine_recall@10    | 0.5784     |
+| **cosine_ndcg@10**  | **0.4018** |
+| cosine_mrr@10       | 0.3489     |
+| cosine_map@100      | 0.3609     |
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Dataset
+
+#### Unnamed Dataset
+
+* Size: 909 training samples
+* Columns: <code>anchor</code> and <code>positive</code>
+* Approximate statistics based on the first 909 samples:
+  |         | anchor                                                                             | positive                                                                             |
+  |:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type    | string                                                                             | string                                                                               |
+  | details | <ul><li>min: 11 tokens</li><li>mean: 25.47 tokens</li><li>max: 59 tokens</li></ul> | <ul><li>min: 35 tokens</li><li>mean: 308.01 tokens</li><li>max: 512 tokens</li></ul> |
+* Samples:
+  | anchor                                                                                                                                 | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
+  |:---------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>Where can I find coverage for a contractor’s interest in a building under construction?</code>                                   | <code>american national property and casualty company homeowners program general rules section i - discount-eligible fixed-amount endorsements and premium adjustments anpac alabama rule 502 - page 1 of 1 7-19 contractors' interest - sh-9819 / sh-79819 502. sh-9819 / sh-79819: the contractor's interest in the building only is covered with this endorsement. no additional premium is applicable for this coverage. sh-9819 applicable policy form(s): 3 sh-79819 applicable policy form(s): 7 return to the index page</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
+  | <code>Which coverage must be provided at financial responsibility limits under every auto liability policy in North Dakota?</code>     | <code>north dakota private passenger automobile 10 nationwide mutual insurance company ©️ 2020 nationwide uninsured motorists coverage (statutory) eff. 12-08-2019 1. this form of insurance must be provided at financial responsibility limits under every auto liability policy insuring the owner of a motor vehicle registered, licensed and principally garaged in north dakota. 2. uninsured motorists coverage must apply to all vehicles insured under the policy. 3. at the named insured's or applicant's request, insurers shall make available increased limits of uninsured motorists coverage not to exceed the lesser of: a. $300,000 single limit bodily injury uninsured motorists coverage; or b. the single limit liability limits or the bodily injury liability limits on the policy. 4. subsequent renewal, reinstatement, substitute, amended or replacement policies issued by the same insurer need only provide coverage at the selected limits, unless the insured requests higher limits, subject to item 2. abov...</code> |
+  | <code>Which optional endorsement is specifically designed for insureds primarily operating as fuel oil dealers or distributors?</code> | <code>exclusion of hazards otherwise insured a. description. this endorsement eliminates "stacking" or "pyramiding" of liability limits when, for legal or other reasons, it is to the insured's advantage to have multiple policies issued instead of a single policy. b. form. use fm 101.0.894, exclusion of hazards otherwise insured. 26. reserved for future use 27. exclusion of specific auto a. eligibility. any commercial automobile policy is eligible to use this endorsement. the purpose is to exclude a specified automobile from the policy. use of this endorsement is optional. b. form. use fm 204.0.411, exclusion of specific auto. c. premium. there is no premium charge for use of this endorsement. 28. fuel oil dealers extension endorsement a. eligibility. this is an optional endorsement for insureds whose primary operation is fuel oil dealer or distributor. ca 99 48 pollution liability broadened coverage must be attached. under mcs 90, the company will not seek reimbursement from the insured unle...</code> |
+* Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
+  ```json
+  {
+      "loss": "MultipleNegativesRankingLoss",
+      "matryoshka_dims": [
+          768,
+          512,
+          256,
+          128,
+          64
+      ],
+      "matryoshka_weights": [
+          1,
+          1,
+          1,
+          1,
+          1
+      ],
+      "n_dims_per_step": -1
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: epoch
+- `per_device_train_batch_size`: 32
+- `per_device_eval_batch_size`: 16
+- `gradient_accumulation_steps`: 16
+- `learning_rate`: 2e-05
+- `num_train_epochs`: 4
+- `lr_scheduler_type`: cosine
+- `warmup_ratio`: 0.1
+- `bf16`: True
+- `tf32`: True
+- `load_best_model_at_end`: True
+- `optim`: adamw_torch_fused
+- `push_to_hub`: True
+- `hub_model_id`: bnkc123/obscura-v1
+- `batch_sampler`: no_duplicates
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: epoch
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 32
+- `per_device_eval_batch_size`: 16
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 16
+- `eval_accumulation_steps`: None
+- `torch_empty_cache_steps`: None
+- `learning_rate`: 2e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1.0
+- `num_train_epochs`: 4
+- `max_steps`: -1
+- `lr_scheduler_type`: cosine
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.1
+- `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`: True
+- `fp16`: False
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: True
+- `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`: True
+- `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}
+- `tp_size`: 0
+- `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_fused
+- `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`: True
+- `resume_from_checkpoint`: None
+- `hub_model_id`: bnkc123/obscura-v1
+- `hub_strategy`: every_save
+- `hub_private_repo`: None
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `include_for_metrics`: []
+- `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
+- `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
+- `average_tokens_across_devices`: False
+- `prompts`: None
+- `batch_sampler`: no_duplicates
+- `multi_dataset_batch_sampler`: proportional
+
+</details>
+
+### Training Logs
+| Epoch   | Step  | dim_768_cosine_ndcg@10 | dim_512_cosine_ndcg@10 | dim_256_cosine_ndcg@10 | dim_128_cosine_ndcg@10 | dim_64_cosine_ndcg@10 |
+|:-------:|:-----:|:----------------------:|:----------------------:|:----------------------:|:----------------------:|:---------------------:|
+| 1.0     | 2     | 0.5817                 | 0.5748                 | 0.5434                 | 0.4463                 | 0.3695                |
+| **2.0** | **4** | **0.5825**             | **0.5776**             | **0.551**              | **0.4695**             | **0.4018**            |
+
+* The bold row denotes the saved checkpoint.
+
+### Framework Versions
+- Python: 3.12.6
+- Sentence Transformers: 4.1.0
+- Transformers: 4.51.3
+- PyTorch: 2.7.0+cu126
+- Accelerate: 1.6.0
+- Datasets: 3.5.1
+- Tokenizers: 0.21.1
+
+## Citation
+
+### BibTeX
+
+#### Sentence Transformers
+```bibtex
+@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",
+}
+```
+
+#### MatryoshkaLoss
+```bibtex
+@misc{kusupati2024matryoshka,
+    title={Matryoshka Representation Learning},
+    author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
+    year={2024},
+    eprint={2205.13147},
+    archivePrefix={arXiv},
+    primaryClass={cs.LG}
+}
+```
+
+#### MultipleNegativesRankingLoss
+```bibtex
+@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}
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config_sentence_transformers.json

@@ -0,0 +1,10 @@
+{
+  "__version__": {
+    "sentence_transformers": "4.1.0",
+    "transformers": "4.51.3",
+    "pytorch": "2.7.0+cu126"
+  },
+  "prompts": {},
+  "default_prompt_name": null,
+  "similarity_fn_name": "cosine"
+}

modules.json

@@ -0,0 +1,20 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  },
+  {
+    "idx": 2,
+    "name": "2",
+    "path": "2_Normalize",
+    "type": "sentence_transformers.models.Normalize"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 512,
+  "do_lower_case": true
+}