Model save

1_Pooling/config.json

@@ -1,5 +1,5 @@
 {
-  "word_embedding_dimension": 768,
+  "word_embedding_dimension": 1024,
   "pooling_mode_cls_token": true,
   "pooling_mode_mean_tokens": false,
   "pooling_mode_max_tokens": false,

README.md

@@ -9,302 +9,247 @@ tags:
 - generated_from_trainer
 - dataset_size:909
 - loss:MatryoshkaLoss
-- loss:MultipleNegativesRankingLoss
-base_model: BAAI/bge-base-en-v1.5
+- loss:TripletLoss
+base_model: BAAI/bge-large-en-v1.5
 widget:
-- source_sentence: Which coverage will help pay my attorney's fees if I get a traffic
-    ticket while driving my own insured car?
+- source_sentence: What does Safeco define as 'permanently attached living quarters'
+    for a motor home?
   sentences:
-  - 'in the event that the same day offenses have the same bodily injury point charge,
-    the offense occurring first alphabetically will be assigned the bodily injury
-    point charge. source of points - accidents or violations occurring while a driver
-    is operating a private passenger auto, commercial vehicle, motorcycle, or recreational
-    vehicle will be charged. points for accidents and violations are charged per occurrence
-    at the violation class level. non-progressive accidents, claims and violations
-    - accidents, claims or violations that occurred prior to the driver becoming insured
-    with the company on the current policy. progressive accidents, claims and violations
-    - accidents, claims or violations that occurred after becoming insured with the
-    company on the current policy. if the current policy was rewritten with the company
-    with rewrite reason code o or c (rule p76), accidents, claims or violations occurring
-    on previously consecutive policies with the company will be considered progressive
-    accidents or violations. at-fault accidents: a. new business and newly added drivers
-    - accidents noted on the mvr, from court data, or on the application will be deemed
-    to be at-fault unless proof is received to verify that the insured was not- at-fault.
-    accidents noted on the claims loss history report will be deemed to be at-fault
-    if payments were made under liability or collision coverages. however, if any
-    collision only claim has been closed without payment, or if amounts paid under
-    collision only claims have been subrogated, those accidents will be deemed to
-    be not-at-fault. accidents involving hitting another vehicle or object as a result
-    of swerving to avoid an animal are at-fault.'
-  - coverage information wi-ppa page 19 effective 08/18/19 legal expense founders
-    insurance company will reimburse the name d insured, up to $ 1,000, for attorney's
-    fees and expenses incurred by the named insured for services rendered by an attorney
-    to defend the named insured against citation(s) alleging a moving violation. the
-    insured will select an attorney of his/her choice. founders insurance company
-    will not select/provide an attorney - we will only reimburse for eligible expenses
-    up to a $1,000 per term maximum. proof of loss must include a copy of the citation(s)
-    and a copy of any bills or invoices incurred by the named insured for services
-    rendered by his or her attorney to d efend the named insured against citation(s)
-    a lleging a moving violation while driving an owned automobile. accidental death
-    founders insurance company will pay to the estate of the named insured the sum
-    of $5,000 for death of the named insured occurring within ninety (90) days of,
-    and resulting from, accidental bodily injuries sustained by the named insured
-    as a result of operating, driving, or riding in his owned automobile. written
-    proof of loss must be given to founders within ninety (90) days of death. failure
-    to furnish such proof within the time required shall invalidate any claim if it
-    was reasonably possible to give proof within such time, provided such proof is
-    furnished as soon as reasonably possible and in no event, except in the case of
-    legal incapacity, later than one year from the time proof is otherwise required.
-    coverage is not available for named non-owners policies.
-  - 'page 12 i. any driver that does not physically reside in arizona at least 10
-    months of the year except student away for school or military personnel; j. any
-    driver convicted of a felony involving the use of a vehicle that was material
-    to the felony conviction; k. new business - any new business policy with any individual
-    rated driver that has any of the following are ineligible: 1. any driver requiring
-    an sr-22/fr-44 filing; 2. any driver with more than 6 bi novo points; 3. in the
-    past 35 months, any driver with: a. more than 1 major (maj) violation; b. more
-    than 1 driving while under the influence (dwi) violation; c. more than 3 minor
-    (min) violations; d. more than 3 speeding (spd) violations; or e. more than 2
-    at-fault accidents. l. renewals - any renewal policy with any individual driver
-    that has any of the following upon the expiration of their current policy term
-    are ineligible for a renewal offer and will be non-renewed: 1. any driver who
-    requires an out-of-state sr-22/fr-44; 2. any driver with more than 9 bi novo points;
-    3. any driver with: a. more than 1 major (maj) violation; b. more than 1 driving
-    while under the influence (dwi) violation; c. more than 4 minor (min) violations;
-    d. more than 4 speeding (spd) violations; or e. more than 2 at-fault accidents.
-    d10 distant student discount a distant student is defined as an eligible-to-be-rated
-    driver other than the primary named insured or spouse who is under the age of
-    23, resides away from home, and is a full-time student enrolled at an educational
-    institution located where the student resides.'
-- source_sentence: Under what conditions are returning overseas military personnel
-    considered to have continuous prior auto liability insurance?
+  - 'south dakota * rv program rules back to table of contents safeco insurance company
+    of america 7 program rules this section details the types of vehicles permitted
+    in the rv program and the rules for writing these vehicles. rv includes motor
+    homes, travel trailers, sport travel trailers (includes horse trailers with living/sleeping
+    quarters), fifth wheel trailers, folding camping trailers, truck mounted campers,
+    and utility and horse trailers. rvs insured with safeco are intended for personal/
+    recreational use for up to 250 days per year. business and commercial activities
+    are not permitted. motor homes we consider "motor homes" to be self-propelled
+    mobile homes (including pickups or vans with permanently attached living quarters
+    and used for recreational purposes) and provide temporary living quarters. "permanently
+    attached living quarters" means: cooking, refrigerator, bathroom with plumbing,
+    self contained heating and/or cooling, 110-125 electric supply and drinkable water
+    supply. motor homes are not eligible for, and do not make other vehicles eligible
+    for, account discount, distant student discount or good student discount. motor
+    homes that carry liability coverage are not eligible for, but do extend, the multi-car
+    discount to a private passenger auto. damage to your covered vehicle comprehensive
+    and collision coverages are rated on the basis of actual cash value/current market
+    value. travel trailers and camping trailers we consider "trailers" to be non-motorized
+    vehicles that are intended to be towed and used for recreational purposes and
+    are equipped with a living quarters, with the exception of horse and utility trailers.
+    only physical damage coverage (comprehensive, collision or both) is available
+    for trailers.'
+  - 'south dakota * rv rv types back to table of contents safeco insurance company
+    of america 6 rv types permitted rv types the recreational vehicle types shown
+    below are a general representation of the vehicles written in safeco''s rv program.
+    in addition to the vehicles shown below, utility trailers and horse trailers are
+    also permitted in the rv program. see the program rules for vehicle type requirements.
+    . class a - motor home class b - motor home class c - motor home truck mounted
+    camper conventional trailer sport travel trailer fifth-wheel trailer folding camping
+    trailer source: recreational vehicle industry association (rvia), 01/06'
+  - the surcharge will depend on the conviction or reason for filing. if a risk appears
+    acceptable, submit on an unbound basis. include a copy of the official notice
+    requesting a certificate. surcharges will be calculated by the home office. application
+    of surcharge risks for whom we agree to issue a filing of financial responsibility
+    will be surcharged under this rule as well as under the ddp, if applicable. the
+    erie must certify that the driver is covered under every circumstance. there are
+    some nonowned situations excluded by personal auto policy language. in these cases,
+    the exclusions must be removed by endorsement and proper premiums applied. apply
+    surcharges as shown below to the auto principally driven by the person for whom
+    this filing is issued. in the case of named non- owner coverage, apply the surcharge
+    to the premium obtained from rule 21, named non- owner coverage, in these rules
+    pages. surcharge table apply only during the period of time that the certificate
+    is required. certified risk surcharge table conviction surcharge driving while
+    under the influence of drugs or alcohol. 50% failing to stop and report when involved
+    in an accident. 50% assault or a felony involving a motor vehicle. 50% speeding
+    that resulted in bi, pd or csl. 25% reckless driving that resulted in bi, pd or
+    csl. 25% all other cases requiring financial responsibility filings. 5% private
+    passenger auto va rules erie insurance exchange erie insurance company 5 effective
+    12/1/19
+- source_sentence: Which broad form endorsement in Alabama extends coverage to employees
+    who are not subject to the workers compensation law?
   sentences:
-  - 'centauri national insurance company louisiana preferred-c ho3 & ho4 programs
-    effective: 1/15/22 new business & 3/15/22 renewal business 8 5. companion policy
-    discounts a. auto: a discount applies to policies where the named insureds have
-    an automobile policy serviced through an agent that is also servicing the centauri
-    homeow ners policy. this discount applies to both the non-hurricane and hurricane
-    premiums. only one of the following discounts will apply: i. $500,000 per occurrence
-    limit or higher 10.0% ii. $300,000 to $499,000 per occurrence limit 5.0% iii.
-    lower than $300,000 per occurrence limit 2.5% b. flood: a 5% discount applies
-    to policies where the named insureds have a centauri flood policy in effect. c.
-    umbrella: a 5% discount applies to policies where the named insureds have a personal
-    umbrella in effect (ho3 only). if the companion policy cancels, the companion
-    policy discount is removed. 6. 55 and retired discount a 5% discount applies to
-    policies where the applicant / named insured is at least age 55 and also retired.
-    7. personal status discount a 5% discount applies to policies where the applicant
-    / named insured is married or widowed. 8. full pay discount a $20 discount applies
-    to policies where the applicant / named insured pays the policy in full. this
-    discount is not included in the maximum cumulative credit calculation. 9. protective
-    device discounts a. 5% discount for fire alarm reporting to fire or central station.
-    b. 8% discount for complete home sprinkler system. c. 5% discount for complete
-    local burglar alarm covering all exterior doors and windows (level 1 home security
-    discount). d. 8% discount for complete burglar alarm reporting to police/central
-    station (level 2 home security discount).'
-  - 'the policy may be written to include personal injury coverage and um but not
-    comprehensive or collision. a non-owner and owner policy may not be written in
-    the same household. non-owner policies are rated with a unique symbol code (66).
-    rule number: p12 rule description: loss of use loss of use may be purchased for
-    any vehicle covered by comprehensive and/or collision coverages. the coverage
-    reimburses the insured for a flat sum to assist with expenses incurred for each
-    qualified disablement on a covered vehicle. qualified disablement means a loss
-    covered by the comprehensive or collision sections of the policy. collision or
-    comprehensive loss must exceed the deductible amount on a covered vehicle. in
-    the event of a total loss, the payment will be the maximum limit. available limit
-    options are: * k1 - policy must have collision coverage. k1 coverage pays $10
-    per day up to a maximum of $100 for extra expenses resulting from a collision
-    loss. * k2 - policy must have comprehensive and collision coverage. k2 coverage
-    pays $15 per day up to a maximum of $300 for extra expenses resulting from a collision
-    or comprehensive loss. * k3 -"car return expenses" may be written with k1, k2
-    or k4 coverages. if a k1, k2 or k4 loss occurs over 50 miles from insured''s home,
-    k3 will pay up to$200 in extra expenses to return to the repaired vehicle to its
-    home or destination. * k4 - policy must have comprehensive and collision coverage.
-    k4 coverage pays $25 per day up to a maximum of $500 for extra expenses resulting
-    from a collision or comprehensive loss. in the case of a total theft, this coverage
-    will pay $10 per day up to $500 in excess of the $15 per day provided on a standard
-    policy.'
-  - 'note 1: if the prior carrier or agent was involved in a merger or acquisition
-    or changed its name, the number of years insured with the carrier or agent is
-    the combined years of continuous automobile liability insurance with any carrier
-    or agent involved in such merger, acquisition or name change. note 2: military
-    personnel returning from deployment overseas who had no need for liability insurance
-    coverage while deployed will be defined to have had continuous prior insurance
-    if: 1. they had liability insurance coverage prior to deployment, and 2. the prior
-    coverage was either still in-force or expired within 30 days of the date of deployment,
-    and 3. they have applied for insurance within 30 days of their return to the united
-    states. in these cases, the number of years insured with the prior carrier or
-    agent will be the sum of the number of years with the prior carrier as defined
-    above prior to deployment and the length of time deployed overseas. b. prior and
-    current bodily injury limit the bodily injury (or per-accident combined single
-    limits liability) limit from the prior carrier is the greater of liability limits
-    immediately preceding the inception of the encompass indemnity company policy
-    of either of the first two named insureds (if applicable) for bodily injury to
-    or death of a person as a result of any one accident.'
-- source_sentence: What is the policy writing minimum premium for the company’s general
-    liability coverage according to Rule 8?
+  - workers' compensation and employers' liability alabama effective september 1,
+    2012 table of contents section title page number broad form coverage.........................................................1
+    association, franchise or safety group schedule rating...........4 managed care
+    premium credit rating plan............................5 large deductible program...................................................11
+    schedule rating plan.........................................................16
+    large risk alternative rating option.....................................18 waiver
+    of our right to recover from others............................19 negotiated rating
+    option plan.............................................20 total account billing
+    system (tabs)....................................21 participating dividend plans...............................................32
+    guaranteed cost large risk alternative rating option............59
+  - 'i. personal effects coverage 1. coverage for personal effects is provided for
+    recreational vehicles at basic limits with no additional charge when comprehensive
+    and collision coverages are provided. refer to the policy provisions for the full
+    extent of coverage and any limitations. 2. coverage is not provided and is not
+    available when comprehensive and collision coverages are not provided. -------------------------------------------------------------------------------------
+    print date: 12/10/98 3 rule section 15 -------------------------------------------------------------------------------------'
+  - 'workers'' compensation and employers'' liability rule manual alabama effective
+    april 15, 1997 page 1 broad form coverage a. forms wc 99 03 00 and wc 99 03 01
+    are optional endorsements developed for use with the workers compensation and
+    employers liability policy. only one of these forms may be attached to a policy.
+    the workers compensation broad form endorsement wc 99 03 00 changes the policy
+    as follows: 1. we will also pay as part of any claim, proceeding or suit we defend
+    we will pay for reasonable expenses incurred at our request, including loss of
+    earnings. loss of earnings is not covered by the standard workers compensation
+    policy. 2. other states insurance the standard policy states that if a risk has
+    work on the effective date of the policy in any state not listed in item 3.a.
+    of the information page coverage will not be afforded unless we are notified within
+    30 days. the reporting requirement is extended to 60 days. 3. transfer of your
+    rights and duties if an insured dies and we receive notice within 30 days after
+    death, we will cover the legal representative as insured. the reporting requirement
+    is extended to 60 days. 4. cancellation the standard policy requires 10 days advance
+    notice of cancellation unless the law requires otherwise. the notice requirement
+    is extended to 15 days. 5. liberalization if a change is adopted in the form that
+    would broaden the coverage without extra charge, the broader coverage will apply
+    to this policy.'
+- source_sentence: What coverage reimburses the outstanding loan balance beyond the
+    actual cash value for a newly financed car?
   sentences:
-  - 'general liability rule & rate manual 1 | p a g e c o u n t r y w i d e - g e
-    n e r a l l i a b i l i t y 12 /1 8 general liability general rules rule 4. policy
-    term rule 4. is replaced by the following: the policy may be written for a period
-    of one year only and may be extended for successive policy periods by a renewal
-    declaration based on the premiums, forms and endorsements in effect at the time
-    of renewal. rule 5. premium computation paragraph a. prepaid policies does not
-    apply. paragraph b.1 is replaced by the following: compute the premium for each
-    annual payment on the basis of the annual rates in effect on each anniversary
-    date of the policy. paragraph b.3 is replaced by the following: attach calculation
-    of premium endorsement il 00 03. rule 8. policywriting minimum premium paragraph
-    a. prepaid policies does not apply. the company''s policy writing minimum premium
-    is $100. rule 9. additional premium changes paragraph b. waiver of premium is
-    replaced by the following: additional premiums are not waived. rule 10 . return
-    premium changes paragraph b. waiver of premium is replaced by the following: return
-    premiums are not waived. rule 1 1. policy cancellation paragraph b. other calculations
-    does not apply. paragraph c. retention of policywriting minimum premium does not
-    apply.'
-  - 'stillwater property and casualty insurance company multi-peril homeowners program
-    utah d-1 effective: 03-27-18 new 05-16-18 renewal percentage discounts, surcharges
-    and options all discounts, charges and options are to be applied as developed
-    after applicable adjustments from the basic premium adjustment section. percentage
-    discounts, surcharges and options are to be applied prior to any adjustment for
-    flat dollar discounts, surcharges and options. the policy minimum premium applies
-    to the policy premium after adjustments for discounts, surcharges and options.
-    1. special personal property coverage (ho 00 03 and ho 00 05) for an additional
-    premium, the policy may be endorsed to provide the following additional coverages.
-    a. coverage c perils insured against (ho 00 03 only) the perils insured against
-    under coverage c are broadened from named perils to risk of sudden and accident
-    direct physical loss unless excluded in the policy. b. coverage c - special limits
-    of liability the limits of liability for categories a. through p. under coverage
-    c - special limits of liability are increased. "furs" have been removed from category
-    e. and moved to category r. in addition, the perils insured against under categories
-    e., f., g. and r. are broadened from "theft" to "theft, misplacing or losing".
-    category policy limit increased limit a. money, bank notes, etc. $200 $1,000 b.
-    securities, accounts, etc. $1,500 $5,000 c. watercraft, trailers, etc. $1,500
-    $2,000 d. trailers or semi-trailers not used with watercraft of all types $1,500
-    $3,000 e. jewelry, watches, precious and semiprecious stones $1,500 $5,000 f.
-    firearms and related equipment $2,500 $5,000 g. silverware, goldware, platinumware,
-    pewterware, etc.'
-  - clearcover insurance company private passenger automobile rules section virginia
-    effective 5/3/2021 24 rule ppa-p-08. partner discount a rating differential will
-    be applied based on the applicable partner discount. the partner discount is applied
-    when the policy is placed with clearcover insurance company through a qualifying
-    partner. a "qualifying partner" is an organization with which clearcover insurance
-    company has an agreement to market clearcover products to the partner's constituent
-    base or refer the partner's constituents to clearcover for insurance products.
-    qualifying partners are assigned to a group and receive a discount commensurate
-    with the expected expense savings associated with the terms of the partnership
-    agreement. differential amounts and applicable coverages can be found in the rating
-    sectio n of this manual.
-- source_sentence: How are dune buggies rated if they are limited to off-road use?
+  - 'personal lines auto rule manual safety pays auto program page 13.3 of 3 07/01/16
+    ids property casualty insurance company california i. new car replacement coverage
+    policies providing physical damage coverage (comprehensive and collision) may
+    be endorsed to include coverage for the difference between the actual cash value
+    and cost of a new auto of the same make and model. the rates for such coverage
+    can be found in the rate manual. additional provisions: 1. coverage is only applicable
+    to new automobiles not previously titled by a state. 2. new car replacement coverage
+    must be requested by the insured within a 30 day period following the purchase
+    of a new automobile. 3. only vehicles that are classified and rated as private
+    passenger vehicles and 4 wheel vehicles having a load capacity of 1,500 pounds
+    or less are subject to the provision of this rule. 4. only vehicles with 1000
+    miles or less at the time of purchase. h. new car expanded protection coverages
+    (new car replacement / gap) policies providing physical damage coverage (comprehensive
+    and collision) may be endorsed to include coverage for the difference between
+    the actual cash value and the outstanding indebtedness on a loan taken out by
+    the insured to finance the purchase of a new automobile. the rates for such coverage
+    can be found in the rate manual. additional provisions: 1. coverage is only applicable
+    to new automobiles not previously titled by a state. 2. new car replacement /
+    gap coverage must be requested by the insured within a 30 day period following
+    the purchase of a new automobile. 3. only vehicles that are classified and rated
+    as private passenger vehicles and 4 wheel vehicles having a load capacity of 1,500
+    pounds or less are subject to the provision of this rule. 4. only vehicles with
+    1000 miles or less at the time of purchase.'
+  - a revised symbol will be assigned if the value of customization with the msrp
+    is greater than the msrp range associated with the originally assigned symbol.
+    refer to the price/symbol chart located at the end of this manual. for purposes
+    of this rule, customization refers to interior or exterior alteration designed
+    to personalize or better facilitate use of the vehicle for non-business purposes
+    and specifically includes elaborate interior furnishings and exterior paint, glass
+    and body modifications. customization, however, does not include equipment commonly
+    installed on these vehicles such as heater, air conditioning, tires, customary
+    music options, power steering and power brakes, nor modifications designed to
+    increase the usefulness of the vehicle for business purposes.
+  - michigan manufactured homes manual rules 12-01-04 allstate indemnity company page
+    imh2-1 rule 2 - eligibility this manual is applicable to manufactured homes which
+    are used exclusively for residential purposes. their appurtenant private structures
+    are also covered if they are not used for commercial or farm purposes. coverage
+    for the personal effects of the occupants is also provided. trailers used extensively
+    for travel purposes are not eligible.
+- source_sentence: Which named perils specifically apply to personal property (Coverage
+    C) in a standard renters or homeowners policy issued by Pacific Specialty?
   sentences:
-  - california private passenger auto insurance manual rules 03-01-2017 allstate insurance
-    company page s5-1 special autos - rule 5 - other miscellaneous types and uses
-    this rule applies to the following types of automobiles which have highway exposure.
-    if these automobiles are limited to off road use, rate them under the recreational
-    package policy rules and rates. dune buggies amphibious vehicles* * coverage for
-    amphibious vehicles does not apply while being used on water or while being launched
-    into or beached from water. rate coverages aa, bb, ss, dd, and hh according to
-    the applicable special automobile rates. no multiple automobile rating shall apply.
-    use the special automobile rates and the applicable model year and pgs as determined
-    according to the symbols and identification pages. coverages cc and cx shall not
-    be written.
-  - 'workers'' compensation and employers'' liability rule manual alabama effective
-    february 1, 2012 program c1 page 57 participating program c1 - for use with guaranteed
-    cost policies the indicated dividend for each guaranteed cost policy written under
-    participating program c1 shall be determined by applying to the combination of
-    the earned standard workers'' compensation premium plus the general liability
-    premium for such policies, the appropriate percentage from the attached tables
-    of dividend percentages. the appropriate dividend percentage shall be determined
-    on the basis of the sum of the earned standard premium for all of the risk''s
-    workers'' compensation policies and the modified premium for the general liability
-    policies written by a company of the hartford insurance group that have a common
-    expiration date and the ratio of the incurred losses (limited to $25,000 per claim
-    for general liability) for such policies divided by such total premium. if the
-    insured''s policies with a common expiration date include a policy that has multiple
-    dividend evaluations, the losses on all the policies shall be evaluated and the
-    dividends paid in the same manner as on said policy. if there are no other policies
-    with a common expiration date or if there are but they do not include a policy
-    that has multiple dividend evaluations, losses incurred shall be valued as of
-    a date eighteen months after the inception of the policy. the indicated dividend
-    shall then be paid in full. definition of incurred losses: incurred losses include
-    all workers'' compensation and employers'' liability losses including indemnity
-    and medical actually paid, reserves for unpaid losses as estimated by the company
-    including contingency reserves, if any, allocated claim expense incurred on employers''
-    liability losses, and any special assessment levied as a percentage of loss. for
-    general liability, incurred losses include all bodily injury and property damage
-    losses, including reserves, that have been limited to $25,000 per claim. definition
-    of premium: premium will include standard premium for workers'' compensation as
-    defined by manuals in use by the company but reduced by any special assessment
-    levied as a percentage of premium and the modified general liability premium at
-    policy limits.'
-  - north dakota private passenger automobile 12 nationwide mutual insurance company
-    ©️ 2020 nationwide county definition logan entire county 026 mchenry entire county
-    027 mcintosh entire county 026 mckenzie entire county 029 mclean entire county
-    028 mercer entire county 028 morton zip codes 58520, 58535, 58563, 58566, 58570,
-    58631, and 58638 028 zip code 58554 041 mountrail entire county 028 nelson entire
-    county 023 oliver entire county 028 pembina entire county 022 pierce entire county
-    027 ramsey entire county 023 ransom entire county 026 renville entire county 028
-    richland entire county 026 rolette entire county 027 sargent entire county 026
-    sheridan entire county 027 sioux entire county 028 slope entire county 029 stark
-    entire county 029 steele entire county 024 stutsman entire county 025 towner entire
-    county 022 traill entire county 024 walsh entire county 023 ward zip codes 58716,
-    58718, 58721, 58722, 58725, 58731, 58733, 58734, 58735, 58740, 58746, 58756, 58759,
-    58768, 58771, 58779, 58781, 58785, and 58790 028 zip codes 58701, 58702, 58703,
-    58704, 58705, and 58707 060 wells entire county 027 williams entire county 029
-    out of state 999* *existing territory 777 (out of state) should be mapped to territory
-    999 for re-rating purposes.
-- source_sentence: Which HO-3 coverage specifically pays the medical expenses of non-insured
-    individuals injured on the insured’s property?
+  - 'pacific specialty insurance company ct - ho3/4/6 superior - man (ed. 10-23) page
+    9 10. losses insured below is a brief description of the losses insured (please
+    refer to the policy for a complete description of the coverage): a. section i
+    - property coverages damage to insured''s property is covered under the property
+    coverages section of the policy. for the following coverages, coverage is provided
+    for direct physical loss with certain exclusions: * coverage a - dwelling (not
+    applicable to renters) * coverage b - other structures (not applicable to renters
+    or unit-owners) * coverage d - loss of use coverage c (personal property) provides
+    for direct loss caused by the following named perils, unless excluded and/or excepted
+    in the policy: 1. fire or lightning 2. windstorm or hail 3. explosion 4. riot
+    or civil commotion 5. aircraft, including self-propelled missiles and spacecraft
+    6. vehicles 7. sudden and accidental damage from smoke 8. vandalism or malicious
+    mischief 9. theft 10. falling objects 11. weight of ice, snow or sleet 12. accidental
+    discharge or overflow of water or steam 13. sudden and accidental tearing apart,
+    cracking, burning or bulging of water heater, etc. 14. freezing of plumbing, heating,
+    air conditioning or automatic fire protective sprinkler system, etc. 15. sudden
+    and accidental damage from artificially generated electrical current 16. volcanic
+    eruption b. section ii - liability coverages section ii liability includes coverage
+    for bodily injury or property damage caused by an occurrence and defense costs
+    associated with a suit brought against an insured for a covered claim.'
+  - 'acadia insurance company continental western insurance company firemen''s insurance
+    company of washington, d.c. union insurance company division one - commercial
+    automobile company exception pages - alabama effective12/1/2024 al - ca - 7 revised
+    5/13/2024 includes copyrighted material of iso, inc. with its permission classify
+    trucks, tractors and trailers for liability and physical damage coverages as follows:
+    a. primary classifications 1. vehicle weight gross vehicle weight rating (gvwr)
+    and gross combination weight (gcw) mean: a. gross vehicle weight rating the maximum
+    loaded weight for which a single auto is designed, as specified by the manufacturer.
+    b. gross combination weight the maximum loaded weight for a combination truck-tractor
+    and semitrailer or trailer for which the truck-tractor is designed, as specified
+    by the manufacturer. 2. size class if a bus is rated at truck, tractor or trailer
+    rates, determine the size class from the seating capacity as follows: seating
+    capacity size class 1 - 8 light 9 - 20 medium 21 - 60 heavy over 60 extra-heavy
+    table 223.a.2. size class for buses rated as trucks otherwise: a. light trucks
+    trucks that have a gross vehicle weight rating (gvwr) of 10,000 pounds or less.
+    b. medium trucks trucks that have a gross vehicle weight rating (gvwr) of 10,001
+    - 20,000 pounds. c. heavy trucks trucks that have a gross vehicle weight rating
+    (gvwr) of 20,001 - 45,000 pounds. d. extra-heavy trucks trucks that have a gross
+    vehicle weight rating (gvwr) over 45,000 pounds. e. truck-tractors a truck-tractor
+    is a motorized auto with or without body for carrying commodities or materials,
+    equipped with a fifth-wheel coupling device for semitrailers.'
+  - 'b. renters policy 1. the tenant of any dwelling, apartment, condominium or cooperative
+    unit. 2. the titled owner, who is also an occupant, of a dwelling or building
+    containing an apartment that is not eligible for another homeowners form. 3. the
+    titled owner of a cooperative unit, provided: a. the portion of the premises occupied
+    as living quarters is used principally for private residential purposes. b. this
+    portion is occupied by only one family and cannot have more than two roomers or
+    boarders. c. this portion is designated by an apartment number or other positive
+    identification. c. unit-owners policy owner occupied, including seasonal, and
+    tenant occupied units, which are part of a community association organized under
+    condominium, cooperative, town house or planned development form of ownership
+    and where provision has been made for a master policy cov ering the residential
+    building(s) real property exposure. the unit must be used principally for private
+    residential purposes. note: the term "owner" includes persons purchasing a dwelling,
+    such as under a mortgage agreement or contract of sale, and must be listed on
+    the deed of property to be named insured.'
+- source_sentence: Which additional coverage table shows a $1,000 limit for identity
+    theft on a standard policy but $10,000 for Platinum and GrandProtect?
   sentences:
-  - 'motors insurance corporation page 7 of 47 nv ho-3 rule manual b. the limit of
-    liability for coverage b, coverage c and coverage d of section i, and e and f
-    of section ii may be increased. the new total limit of liability will be shown
-    in the declarations. 3. description of coverages the following is a general description
-    of the coverages provided by the individual homeowners policy form. the policy
-    should be consulted for exact contract conditions. a. section i - property coverages
-    perils insured against a. coverage a - dwelling b. coverage b - other structures
-    c. coverage c - personal property d. coverage d - loss of use form ho3 special
-    form: covers dwelling, other structures, and loss of use against risks of physical
-    loss, with certain exceptions. personal property is covered against loss by: a.
-    accidental discharge or overflow of water or steam b. aircraft c. falling objects
-    d. fire or lightning e. freezing f. explosion g. riot or civil commotion h. smoke
-    i. sudden and accidental damage from electrical current j. sudden and accidental
-    tearing apart of a heating system or appliance k. theft l. vandalism or malicious
-    mischief m. vehicles n. volcanic eruption o. weight of ice, snow, or sleet p.
-    windstorm or hail. the homeowners policy is written for a period of twelve (12)
-    months and may be continued for successive policy periods based upon the premiums,
-    forms, and endorsements then in effect for the company. b. section ii - liability
-    coverages 1. coverage e - personal liability: covers payment on behalf of any
-    insured of all sums for which the insured becomes legally obligated to pay as
-    damages because of bodily injury or property damage arising out of an insured''s
-    premises or personal activities.'
-  - 'privilege underwriters reciprocal exchange homeowners multi-peril - california
-    high value condominium/cooperative/tenants program effective date: 12/18/2023
-    co-2 high value condo/co-op/tenants policy program manual introduction the condominium/cooperative/tenants
-    policy program provides property and liability coverages using the forms and endorsements
-    referred to in this manual. rule 1 - eligibility-underwriting refer to filed underwriting
-    guidelines to determine if a risk is ineligible. rule 2 - policy period the standard
-    policy period is one year and may be extended for successive policy periods by
-    renewal. rule 3 - cancellation or changes in limits of liability or coverage if
-    insurance is increased or reduced (or cancelled) the additional or return premium
-    shall be computed on a pro-rata basis. rule 4 - protection class information the
-    protection class listings in the public protection classification manual published
-    by iso commercial risk services, inc. apply. rule 5 - excess flood coverage in
-    all counties, excess flood coverage is available. the excess flood endorsement
-    provides coverage for direct loss to contents in excess of the maximum limits
-    available from the national flood insurance program (nfip). excess flood losses
-    are defined, for the purpose of this rate and rule as a general and temporary
-    condition of partial or complete inundation of two or more acres of normally dry
-    land area or of two or more properties (at least one of which is an insured property
-    listed on the declarations page) from overflow of inland or tidal waters, unusual
-    and rapid accumulation or runoff of surface waters from any source or mudflo w.
-    rule 6 - whole dollar premium rule each premium shown on the policy and endorsements
-    shall be rounded to the nearest whole dollar. a premium of fifty cents ($.50)
-    or more shall be rounded to the next higher whole dollar. in the event of cancellation
-    by privilege, the return premium will be carried to the next higher whole dollar.'
-  - g. an auto used in the business of the u.s. government by one of its employees
-    may be classified and rated as pleasure or work less than 3 miles, work 3 or more
-    but less than 10 miles, work 10 or more but less than 20 miles or work 20 or more
-    miles when the federal employees using autos in government business endorsement
-    is used to limit coverage.
+  - 'farmers lloyd''s insurance company of texas texas residential property manual
+    updated: may, 2020 page 3 section i - additional coverages additional coverages
+    ho-2 homeowners, homeowners, market value, mobile homeowners, renters, condominium
+    and landlord''s rental platinum and grandprotect products (includes homeowners,
+    renters and condominium) loss of use additional living expense or fair rental
+    value and loss of rental income increased limits available prohibited use refer
+    to rule 2 yes up to 14 days refer to rule 2 yes for platinum up to 45 days debris
+    removal 10% 10% reasonable repairs yes yes fire department charges $750 $1000
+    emergency removal of property 30 days 30 days emergency living expense $500 $500
+    refrigerated contents $1000 $1500 identity theft and credit protection (cov. 9)
+    increased limits available $1000 yes $10,000 no data and records $1500 for personal
+    none for business $2500 lock replacement yes yes reward coverage $5000 $5000 trees,
+    shrubs and plants (coverage 12) increased limits available $500 per item/ 5% aggregate
+    yes $500 per item/ 5% aggregate yes loss assessment (coverage 6) increased limits
+    available $1000 yes $10,000 yes land $10,000 $10,000 volcanic action yes yes collapse
+    yes yes inflation protection yes yes landlord''s furnishings $2500 $2500 fungus
+    and mold remediation $5000 $5000 backup of sewer, drain and sump pump (coverage
+    13) optional $10,000 increased limits available newly acquired watercraft n/a
+    with grandprotect identity fraud n/a with grandprotect ordinance or law (coverage
+    15) optional grandprotect - blank property limit platinum - 50% of cov.'
+  - a increased limits available section ii - additional coverages additional coverages
+    ho-2 homeowners, homeowners, market value, mobile homeowners, renters, condominium
+    and landlord's rental platinum and grandprotect products (includes homeowners,
+    renters and condominium) damage of property of others $500 $1500 claim expenses
+    yes, including $200 for lost wages yes, including $250 for lost wages first aid
+    expenses yes yes borrowed or rented watercraft n/a with grandprotect personal
+    injury (coverage 25) optional included
+  - 'f. physical damage coverage (comprehensive and collision coverages) the policy
+    may provide comprehensive on a full coverage basis or on a $50, $100, $200, $250,
+    $300, $500, $1,000, $2,000, $2,500 or $5,000 deductible basis and collision on
+    a $50, $100, $150, $200, $250, $300, $500, $1,000, $2,000, $2,500 or $5,000 deductible
+    basis. towing must be purchased when comprehensive is purchased. collision coverage
+    may not be purchased without comprehensive coverage. also included in the physical
+    damage coverage are: i. towing and labor costs up to $50 per disablement (refer
+    to the towing coverage rule for additional limits); ii. transportation cost to
+    intended destination up to $50 per occurrence, iii. loss of clothes and luggage
+    up to $300 per occurrence, iv. rental reimbursement not exceeding $25 a day or
+    $750 if loss by theft, and v. general average and salvage charges due to transporting
+    the automobile. the deductible savings benefit (dsb) accumulates $50 to the policy
+    at each anniversary if no claim has been made in the past year. this benefit is
+    subject to a maximum of $250. the dsb amount reduces the deductible at the time
+    of a collision or comprehensive claim. the deductible on comprehensive may be
+    eliminated for safety glass breakage. refer to the rate pages for the applicable
+    factors. refer to the rate pages to determine the applicable premium charge.'
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 metrics:
@@ -324,59 +269,59 @@ metrics:
 - cosine_mrr@10
 - cosine_map@100
 model-index:
-- name: BGE base Financial Matryoshka
+- name: BGE large Financial Matryoshka
   results:
   - task:
       type: information-retrieval
       name: Information Retrieval
     dataset:
-      name: dim 768
-      type: dim_768
+      name: dim 1024
+      type: dim_1024
     metrics:
     - type: cosine_accuracy@1
-      value: 0.38235294117647056
+      value: 0.14705882352941177
       name: Cosine Accuracy@1
     - type: cosine_accuracy@3
-      value: 0.5980392156862745
+      value: 0.3333333333333333
       name: Cosine Accuracy@3
     - type: cosine_accuracy@5
-      value: 0.6764705882352942
+      value: 0.4117647058823529
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 0.7450980392156863
+      value: 0.5294117647058824
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.38235294117647056
+      value: 0.14705882352941177
       name: Cosine Precision@1
     - type: cosine_precision@3
-      value: 0.19934640522875813
+      value: 0.11111111111111112
       name: Cosine Precision@3
     - type: cosine_precision@5
-      value: 0.1352941176470588
+      value: 0.08235294117647057
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.0745098039215686
+      value: 0.05294117647058822
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.38235294117647056
+      value: 0.14705882352941177
       name: Cosine Recall@1
     - type: cosine_recall@3
-      value: 0.5980392156862745
+      value: 0.3333333333333333
       name: Cosine Recall@3
     - type: cosine_recall@5
-      value: 0.6764705882352942
+      value: 0.4117647058823529
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 0.7450980392156863
+      value: 0.5294117647058824
       name: Cosine Recall@10
     - type: cosine_ndcg@10
-      value: 0.5634603190272991
+      value: 0.32548811551247103
       name: Cosine Ndcg@10
     - type: cosine_mrr@10
-      value: 0.5050887021475258
+      value: 0.262037037037037
       name: Cosine Mrr@10
     - type: cosine_map@100
-      value: 0.5142849864660685
+      value: 0.26987000260943805
       name: Cosine Map@100
   - task:
       type: information-retrieval
@@ -386,49 +331,49 @@ model-index:
       type: dim_512
     metrics:
     - type: cosine_accuracy@1
-      value: 0.4019607843137255
+      value: 0.14705882352941177
       name: Cosine Accuracy@1
     - type: cosine_accuracy@3
-      value: 0.5882352941176471
+      value: 0.30392156862745096
       name: Cosine Accuracy@3
     - type: cosine_accuracy@5
-      value: 0.6666666666666666
+      value: 0.4117647058823529
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 0.7647058823529411
+      value: 0.5098039215686274
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.4019607843137255
+      value: 0.14705882352941177
       name: Cosine Precision@1
     - type: cosine_precision@3
-      value: 0.19607843137254896
+      value: 0.10130718954248366
       name: Cosine Precision@3
     - type: cosine_precision@5
-      value: 0.1333333333333333
+      value: 0.08235294117647057
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.0764705882352941
+      value: 0.05098039215686273
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.4019607843137255
+      value: 0.14705882352941177
       name: Cosine Recall@1
     - type: cosine_recall@3
-      value: 0.5882352941176471
+      value: 0.30392156862745096
       name: Cosine Recall@3
     - type: cosine_recall@5
-      value: 0.6666666666666666
+      value: 0.4117647058823529
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 0.7647058823529411
+      value: 0.5098039215686274
       name: Cosine Recall@10
     - type: cosine_ndcg@10
-      value: 0.5752096585066336
+      value: 0.3130720788269893
       name: Cosine Ndcg@10
     - type: cosine_mrr@10
-      value: 0.5155345471521944
+      value: 0.2518635231870526
       name: Cosine Mrr@10
     - type: cosine_map@100
-      value: 0.5231368835526345
+      value: 0.2606999758024067
       name: Cosine Map@100
   - task:
       type: information-retrieval
@@ -438,167 +383,63 @@ model-index:
       type: dim_256
     metrics:
     - type: cosine_accuracy@1
-      value: 0.3627450980392157
-      name: Cosine Accuracy@1
-    - type: cosine_accuracy@3
-      value: 0.5686274509803921
-      name: Cosine Accuracy@3
-    - type: cosine_accuracy@5
-      value: 0.6470588235294118
-      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: 0.18954248366013068
-      name: Cosine Precision@3
-    - type: cosine_precision@5
-      value: 0.1294117647058823
-      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: 0.5686274509803921
-      name: Cosine Recall@3
-    - type: cosine_recall@5
-      value: 0.6470588235294118
-      name: Cosine Recall@5
-    - type: cosine_recall@10
-      value: 0.7450980392156863
-      name: Cosine Recall@10
-    - type: cosine_ndcg@10
-      value: 0.5476803470577808
-      name: Cosine Ndcg@10
-    - type: cosine_mrr@10
-      value: 0.48509959539371317
-      name: Cosine Mrr@10
-    - type: cosine_map@100
-      value: 0.49249841303900943
-      name: Cosine Map@100
-  - task:
-      type: information-retrieval
-      name: Information Retrieval
-    dataset:
-      name: dim 128
-      type: dim_128
-    metrics:
-    - type: cosine_accuracy@1
-      value: 0.3431372549019608
-      name: Cosine Accuracy@1
-    - type: cosine_accuracy@3
-      value: 0.5
-      name: Cosine Accuracy@3
-    - type: cosine_accuracy@5
-      value: 0.5784313725490197
-      name: Cosine Accuracy@5
-    - type: cosine_accuracy@10
-      value: 0.6666666666666666
-      name: Cosine Accuracy@10
-    - type: cosine_precision@1
-      value: 0.3431372549019608
-      name: Cosine Precision@1
-    - type: cosine_precision@3
-      value: 0.16666666666666663
-      name: Cosine Precision@3
-    - type: cosine_precision@5
-      value: 0.1156862745098039
-      name: Cosine Precision@5
-    - type: cosine_precision@10
-      value: 0.06666666666666665
-      name: Cosine Precision@10
-    - type: cosine_recall@1
-      value: 0.3431372549019608
-      name: Cosine Recall@1
-    - type: cosine_recall@3
-      value: 0.5
-      name: Cosine Recall@3
-    - type: cosine_recall@5
-      value: 0.5784313725490197
-      name: Cosine Recall@5
-    - type: cosine_recall@10
-      value: 0.6666666666666666
-      name: Cosine Recall@10
-    - type: cosine_ndcg@10
-      value: 0.49784987226329325
-      name: Cosine Ndcg@10
-    - type: cosine_mrr@10
-      value: 0.44495409274821046
-      name: Cosine Mrr@10
-    - type: cosine_map@100
-      value: 0.4561114762011018
-      name: Cosine Map@100
-  - task:
-      type: information-retrieval
-      name: Information Retrieval
-    dataset:
-      name: dim 64
-      type: dim_64
-    metrics:
-    - type: cosine_accuracy@1
-      value: 0.19607843137254902
+      value: 0.12745098039215685
       name: Cosine Accuracy@1
     - type: cosine_accuracy@3
-      value: 0.3431372549019608
+      value: 0.3235294117647059
       name: Cosine Accuracy@3
     - type: cosine_accuracy@5
-      value: 0.4215686274509804
+      value: 0.4117647058823529
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 0.5686274509803921
+      value: 0.49019607843137253
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.19607843137254902
+      value: 0.12745098039215685
       name: Cosine Precision@1
     - type: cosine_precision@3
-      value: 0.11437908496732026
+      value: 0.10784313725490197
       name: Cosine Precision@3
     - type: cosine_precision@5
-      value: 0.08431372549019606
+      value: 0.08235294117647057
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.05686274509803921
+      value: 0.04901960784313724
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.19607843137254902
+      value: 0.12745098039215685
       name: Cosine Recall@1
     - type: cosine_recall@3
-      value: 0.3431372549019608
+      value: 0.3235294117647059
       name: Cosine Recall@3
     - type: cosine_recall@5
-      value: 0.4215686274509804
+      value: 0.4117647058823529
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 0.5686274509803921
+      value: 0.49019607843137253
       name: Cosine Recall@10
     - type: cosine_ndcg@10
-      value: 0.3635643768364175
+      value: 0.3020923874535027
       name: Cosine Ndcg@10
     - type: cosine_mrr@10
-      value: 0.3002801120448179
+      value: 0.24276766262060376
       name: Cosine Mrr@10
     - type: cosine_map@100
-      value: 0.3132001440513738
+      value: 0.25222170335142596
       name: Cosine Map@100
 ---
 
-# BGE base Financial Matryoshka
+# BGE large 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.
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-large-en-v1.5](https://huggingface.co/BAAI/bge-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:** [BAAI/bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) <!-- at revision a5beb1e3e68b9ab74eb54cfd186867f64f240e1a -->
+- **Base model:** [BAAI/bge-large-en-v1.5](https://huggingface.co/BAAI/bge-large-en-v1.5) <!-- at revision d4aa6901d3a41ba39fb536a557fa166f842b0e09 -->
 - **Maximum Sequence Length:** 512 tokens
-- **Output Dimensionality:** 768 dimensions
+- **Output Dimensionality:** 1024 dimensions
 - **Similarity Function:** Cosine Similarity
 <!-- - **Training Dataset:** Unknown -->
 - **Language:** en
@@ -615,7 +456,7 @@ This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [B
 ```
 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})
+  (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})
   (2): Normalize()
 )
 ```
@@ -638,13 +479,13 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("bnkc123/obscura-v1")
 # Run inference
 sentences = [
-    'Which HO-3 coverage specifically pays the medical expenses of non-insured individuals injured on the insured’s property?',
-    "motors insurance corporation page 7 of 47 nv ho-3 rule manual b. the limit of liability for coverage b, coverage c and coverage d of section i, and e and f of section ii may be increased. the new total limit of liability will be shown in the declarations. 3. description of coverages the following is a general description of the coverages provided by the individual homeowners policy form. the policy should be consulted for exact contract conditions. a. section i - property coverages perils insured against a. coverage a - dwelling b. coverage b - other structures c. coverage c - personal property d. coverage d - loss of use form ho3 special form: covers dwelling, other structures, and loss of use against risks of physical loss, with certain exceptions. personal property is covered against loss by: a. accidental discharge or overflow of water or steam b. aircraft c. falling objects d. fire or lightning e. freezing f. explosion g. riot or civil commotion h. smoke i. sudden and accidental damage from electrical current j. sudden and accidental tearing apart of a heating system or appliance k. theft l. vandalism or malicious mischief m. vehicles n. volcanic eruption o. weight of ice, snow, or sleet p. windstorm or hail. the homeowners policy is written for a period of twelve (12) months and may be continued for successive policy periods based upon the premiums, forms, and endorsements then in effect for the company. b. section ii - liability coverages 1. coverage e - personal liability: covers payment on behalf of any insured of all sums for which the insured becomes legally obligated to pay as damages because of bodily injury or property damage arising out of an insured's premises or personal activities.",
-    'privilege underwriters reciprocal exchange homeowners multi-peril - california high value condominium/cooperative/tenants program effective date: 12/18/2023 co-2 high value condo/co-op/tenants policy program manual introduction the condominium/cooperative/tenants policy program provides property and liability coverages using the forms and endorsements referred to in this manual. rule 1 - eligibility-underwriting refer to filed underwriting guidelines to determine if a risk is ineligible. rule 2 - policy period the standard policy period is one year and may be extended for successive policy periods by renewal. rule 3 - cancellation or changes in limits of liability or coverage if insurance is increased or reduced (or cancelled) the additional or return premium shall be computed on a pro-rata basis. rule 4 - protection class information the protection class listings in the public protection classification manual published by iso commercial risk services, inc. apply. rule 5 - excess flood coverage in all counties, excess flood coverage is available. the excess flood endorsement provides coverage for direct loss to contents in excess of the maximum limits available from the national flood insurance program (nfip). excess flood losses are defined, for the purpose of this rate and rule as a general and temporary condition of partial or complete inundation of two or more acres of normally dry land area or of two or more properties (at least one of which is an insured property listed on the declarations page) from overflow of inland or tidal waters, unusual and rapid accumulation or runoff of surface waters from any source or mudflo w. rule 6 - whole dollar premium rule each premium shown on the policy and endorsements shall be rounded to the nearest whole dollar. a premium of fifty cents ($.50) or more shall be rounded to the next higher whole dollar. in the event of cancellation by privilege, the return premium will be carried to the next higher whole dollar.',
+    'Which additional coverage table shows a $1,000 limit for identity theft on a standard policy but $10,000 for Platinum and GrandProtect?',
+    "farmers lloyd's insurance company of texas texas residential property manual updated: may, 2020 page 3 section i - additional coverages additional coverages ho-2 homeowners, homeowners, market value, mobile homeowners, renters, condominium and landlord's rental platinum and grandprotect products (includes homeowners, renters and condominium) loss of use additional living expense or fair rental value and loss of rental income increased limits available prohibited use refer to rule 2 yes up to 14 days refer to rule 2 yes for platinum up to 45 days debris removal 10% 10% reasonable repairs yes yes fire department charges $750 $1000 emergency removal of property 30 days 30 days emergency living expense $500 $500 refrigerated contents $1000 $1500 identity theft and credit protection (cov. 9) increased limits available $1000 yes $10,000 no data and records $1500 for personal none for business $2500 lock replacement yes yes reward coverage $5000 $5000 trees, shrubs and plants (coverage 12) increased limits available $500 per item/ 5% aggregate yes $500 per item/ 5% aggregate yes loss assessment (coverage 6) increased limits available $1000 yes $10,000 yes land $10,000 $10,000 volcanic action yes yes collapse yes yes inflation protection yes yes landlord's furnishings $2500 $2500 fungus and mold remediation $5000 $5000 backup of sewer, drain and sump pump (coverage 13) optional $10,000 increased limits available newly acquired watercraft n/a with grandprotect identity fraud n/a with grandprotect ordinance or law (coverage 15) optional grandprotect - blank property limit platinum - 50% of cov.",
+    "a increased limits available section ii - additional coverages additional coverages ho-2 homeowners, homeowners, market value, mobile homeowners, renters, condominium and landlord's rental platinum and grandprotect products (includes homeowners, renters and condominium) damage of property of others $500 $1500 claim expenses yes, including $200 for lost wages yes, including $250 for lost wages first aid expenses yes yes borrowed or rented watercraft n/a with grandprotect personal injury (coverage 25) optional included",
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
-# [3, 768]
+# [3, 1024]
 
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
@@ -682,31 +523,31 @@ You can finetune this model on your own dataset.
 
 #### Information Retrieval
 
-* Dataset: `dim_768`
+* Dataset: `dim_1024`
 * 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
+      "truncate_dim": 1024
   }
   ```
 
 | Metric              | Value      |
 |:--------------------|:-----------|
-| cosine_accuracy@1   | 0.3824     |
-| cosine_accuracy@3   | 0.598      |
-| cosine_accuracy@5   | 0.6765     |
-| cosine_accuracy@10  | 0.7451     |
-| cosine_precision@1  | 0.3824     |
-| cosine_precision@3  | 0.1993     |
-| cosine_precision@5  | 0.1353     |
-| cosine_precision@10 | 0.0745     |
-| cosine_recall@1     | 0.3824     |
-| cosine_recall@3     | 0.598      |
-| cosine_recall@5     | 0.6765     |
-| cosine_recall@10    | 0.7451     |
-| **cosine_ndcg@10**  | **0.5635** |
-| cosine_mrr@10       | 0.5051     |
-| cosine_map@100      | 0.5143     |
+| cosine_accuracy@1   | 0.1471     |
+| cosine_accuracy@3   | 0.3333     |
+| cosine_accuracy@5   | 0.4118     |
+| cosine_accuracy@10  | 0.5294     |
+| cosine_precision@1  | 0.1471     |
+| cosine_precision@3  | 0.1111     |
+| cosine_precision@5  | 0.0824     |
+| cosine_precision@10 | 0.0529     |
+| cosine_recall@1     | 0.1471     |
+| cosine_recall@3     | 0.3333     |
+| cosine_recall@5     | 0.4118     |
+| cosine_recall@10    | 0.5294     |
+| **cosine_ndcg@10**  | **0.3255** |
+| cosine_mrr@10       | 0.262      |
+| cosine_map@100      | 0.2699     |
 
 #### Information Retrieval
 
@@ -720,21 +561,21 @@ You can finetune this model on your own dataset.
 
 | Metric              | Value      |
 |:--------------------|:-----------|
-| cosine_accuracy@1   | 0.402      |
-| cosine_accuracy@3   | 0.5882     |
-| cosine_accuracy@5   | 0.6667     |
-| cosine_accuracy@10  | 0.7647     |
-| cosine_precision@1  | 0.402      |
-| cosine_precision@3  | 0.1961     |
-| cosine_precision@5  | 0.1333     |
-| cosine_precision@10 | 0.0765     |
-| cosine_recall@1     | 0.402      |
-| cosine_recall@3     | 0.5882     |
-| cosine_recall@5     | 0.6667     |
-| cosine_recall@10    | 0.7647     |
-| **cosine_ndcg@10**  | **0.5752** |
-| cosine_mrr@10       | 0.5155     |
-| cosine_map@100      | 0.5231     |
+| cosine_accuracy@1   | 0.1471     |
+| cosine_accuracy@3   | 0.3039     |
+| cosine_accuracy@5   | 0.4118     |
+| cosine_accuracy@10  | 0.5098     |
+| cosine_precision@1  | 0.1471     |
+| cosine_precision@3  | 0.1013     |
+| cosine_precision@5  | 0.0824     |
+| cosine_precision@10 | 0.051      |
+| cosine_recall@1     | 0.1471     |
+| cosine_recall@3     | 0.3039     |
+| cosine_recall@5     | 0.4118     |
+| cosine_recall@10    | 0.5098     |
+| **cosine_ndcg@10**  | **0.3131** |
+| cosine_mrr@10       | 0.2519     |
+| cosine_map@100      | 0.2607     |
 
 #### Information Retrieval
 
@@ -748,77 +589,21 @@ You can finetune this model on your own dataset.
 
 | Metric              | Value      |
 |:--------------------|:-----------|
-| cosine_accuracy@1   | 0.3627     |
-| cosine_accuracy@3   | 0.5686     |
-| cosine_accuracy@5   | 0.6471     |
-| cosine_accuracy@10  | 0.7451     |
-| cosine_precision@1  | 0.3627     |
-| cosine_precision@3  | 0.1895     |
-| cosine_precision@5  | 0.1294     |
-| cosine_precision@10 | 0.0745     |
-| cosine_recall@1     | 0.3627     |
-| cosine_recall@3     | 0.5686     |
-| cosine_recall@5     | 0.6471     |
-| cosine_recall@10    | 0.7451     |
-| **cosine_ndcg@10**  | **0.5477** |
-| cosine_mrr@10       | 0.4851     |
-| cosine_map@100      | 0.4925     |
-
-#### 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   | 0.3431     |
-| cosine_accuracy@3   | 0.5        |
-| cosine_accuracy@5   | 0.5784     |
-| cosine_accuracy@10  | 0.6667     |
-| cosine_precision@1  | 0.3431     |
-| cosine_precision@3  | 0.1667     |
-| cosine_precision@5  | 0.1157     |
-| cosine_precision@10 | 0.0667     |
-| cosine_recall@1     | 0.3431     |
-| cosine_recall@3     | 0.5        |
-| cosine_recall@5     | 0.5784     |
-| cosine_recall@10    | 0.6667     |
-| **cosine_ndcg@10**  | **0.4978** |
-| cosine_mrr@10       | 0.445      |
-| cosine_map@100      | 0.4561     |
-
-#### 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   | 0.1961     |
-| cosine_accuracy@3   | 0.3431     |
-| cosine_accuracy@5   | 0.4216     |
-| cosine_accuracy@10  | 0.5686     |
-| cosine_precision@1  | 0.1961     |
-| cosine_precision@3  | 0.1144     |
-| cosine_precision@5  | 0.0843     |
-| cosine_precision@10 | 0.0569     |
-| cosine_recall@1     | 0.1961     |
-| cosine_recall@3     | 0.3431     |
-| cosine_recall@5     | 0.4216     |
-| cosine_recall@10    | 0.5686     |
-| **cosine_ndcg@10**  | **0.3636** |
-| cosine_mrr@10       | 0.3003     |
-| cosine_map@100      | 0.3132     |
+| cosine_accuracy@1   | 0.1275     |
+| cosine_accuracy@3   | 0.3235     |
+| cosine_accuracy@5   | 0.4118     |
+| cosine_accuracy@10  | 0.4902     |
+| cosine_precision@1  | 0.1275     |
+| cosine_precision@3  | 0.1078     |
+| cosine_precision@5  | 0.0824     |
+| cosine_precision@10 | 0.049      |
+| cosine_recall@1     | 0.1275     |
+| cosine_recall@3     | 0.3235     |
+| cosine_recall@5     | 0.4118     |
+| cosine_recall@10    | 0.4902     |
+| **cosine_ndcg@10**  | **0.3021** |
+| cosine_mrr@10       | 0.2428     |
+| cosine_map@100      | 0.2522     |
 
 <!--
 ## Bias, Risks and Limitations
@@ -839,32 +624,28 @@ You can finetune this model on your own dataset.
 #### Unnamed Dataset
 
 * Size: 909 training samples
-* Columns: <code>anchor</code> and <code>positive</code>
+* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
 * Approximate statistics based on the first 909 samples:
-  |         | anchor                                                                             | positive                                                                             |
-  |:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
-  | type    | string                                                                             | string                                                                               |
-  | details | <ul><li>min: 11 tokens</li><li>mean: 25.42 tokens</li><li>max: 59 tokens</li></ul> | <ul><li>min: 35 tokens</li><li>mean: 309.49 tokens</li><li>max: 512 tokens</li></ul> |
+  |         | anchor                                                                             | positive                                                                             | negative                                                                             |
+  |:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type    | string                                                                             | string                                                                               | string                                                                               |
+  | details | <ul><li>min: 11 tokens</li><li>mean: 25.39 tokens</li><li>max: 59 tokens</li></ul> | <ul><li>min: 35 tokens</li><li>mean: 307.94 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 13 tokens</li><li>mean: 263.84 tokens</li><li>max: 512 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
-  |:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>How can a condominium owner increase coverage for additions and alterations to 150% of the declared contents limit?</code>                                         | <code>there is no premium charge for this endorsement. use additional insured endorsement. additional interests this endorsement provides coverage for any additional mortgagee(s) not listed on the decl arations page that have an interest in the residence. there is no premium charge for this endorsement. use additional interests endorsement. additions and alterations extended replacement cost this endorsement extends replacement cost coverage on conten ts up to 150% of the coverage limit listed in the declarations page. the premium charge is $10 for this endorsement use additions and alterations extended replacement cost endorsement.</code>                                                                                                                                                                                                                                                                                                                                                                                  |
-  | <code>Which table displays enhanced personal property sub-limits (e.g. money at $5,000) for Platinum or GrandProtect products compared to a standard HO-2 policy?</code> | <code>farmers lloyd's insurance company of texas texas residential property manual updated: may, 2020 page 2 for property loss settlement, refer to rule 2 and coverages 2, 3 and 42. platinum provides replacement cost loss settlement for satellite dishes, solar panels, outdoor well pumps and outdoor heating and cooling units. coverage c - special limitations on certain property personal property sub-limits ho-2 homeowners, homeowners, market value, mobile homeowners, renters, condominium and landlord's rental platinum and grandprotect products (includes homeowners, renters and condominium) money (coverage 7) increased limits available $200 yes $1000 no securities $1500 $5000 manuscripts $1500 $5000 jewelry $1500 $5000 watercraft $1500 $1500 trailers (not used with watercraft) $1500 $2000 business property (coverage 11) increased limits available on premises - $1000 off premises - $250 yes on premises - $2500 off premises - $500 yes computers $5000 no sub-limit for personal use - $5000 busines...</code> |
-  | <code>Which endorsement provides coverage for the collapse of an above-ground swimming pool caused by the weight of ice or snow?</code>                                  | <code>homeowners lines manual options and endorsements endorsement 467 - personal injury this endorsement modifies such insurance as afforded by section ii. for an additional premium, the definition of bodily injury is amended to include personal injury.the following definition is added: personal injury means injury arising out of one or more of the following offenses: a. false arrest, detention or imprisonment; b. malicious prosecution; c. libel, slander, humiliation or defamation of character; or d. invasion of privacy, wrongful eviction or wrongful entry. refer to the liability limits premium table for premiums rating-processing the limits of liability must be identical to the section ii policy limits. the premium for this endorsement is added to the "net basic premium". endorsement 468 - collapse of an above ground swimming pool (available on ho3, ho-gs, ho6 and cv3) this endorsement covers accidental direct physical loss from collapse caused by weight or pressure of ice or snow, to the ...</code> |
+  | anchor                                                                                                                                           | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
+  |:-------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>For a wood shake or shingle roof in good condition, what is the maximum age allowed for Replacement Cost coverage on a DP-3 policy?</code> | <code>roofing systems in fair condition do not qualify for replacement cost coverage. roofing systems in poor condition will have coverage for the roofing system limited to fire and lightning only regardless of age. roofing system age / condition of the roof system excellent condition good condition asphalt / composition 1-22 1-15 slate 1-35 1-28 metal 1-56 1-34 flat/built-up/roll n/a n/a tile 1-35 1-28 wood shake / shingle 1-13 1-8</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | <code>aegis california secondary residence insurance program 29 dp-man-ca (ed. 8) 16. roofs a. roof age the signed application will specifically disclose the age of the roof. the age of the roof is determined by subtracting the year the roof was installed from the year that the policy takes effect. the roof age will be updated manually at each policy renewal. if the roof age is updated or changed due to roof replacement, a copy of evidence (e.g. - copy of roof manufacturer's warranty indicating replacement date, copy of roof age disclosure statement from real estate transaction, receipt from roofing contractor) showing the date the roof was replaced must be submitted to the company. b. roof system type acceptable roof systems are as follows: 1. asphalt / composition - includes: (a) asphalt - shingle (fiberglass) (b) asphalt - shingle (architectural) (c) asphalt - shingle (architectural - hq) (d) composite - impact resistance shingle (e) composite - shake (f) composite - tile 2. slate - inclu...</code> |
+  | <code>Which coverage form is used to insure the personal property of a tenant occupying a single-family dwelling or 1–4 family dwelling?</code>  | <code>american commerce insurance company ohio property program rules manual american commerce insurance company page 3 of 39 (04/20) form types ho3: special form- provides "open perils" coverage on the dwelling and other structures and "named perils" coverage on personal property. this policy may be written on an owner- occupied single-family, duplex, triplex, and fourplex dwelling used exclusively for private residential purposes with no more than 1 family per unit. at least one unit of the multi-family dwelling must be occupied by the insured. ho4: contents broad form - provides "named perils" coverage on the personal property of a tenant(s) occupying an apartment, townhouse, condominium, single-family dwelling or one unit in a 1-4 family dwelling used exclusively for private residential purposes with no more than 2 roomers or boarders. ho6: unit owners form - provides "named perils" coverage on building property and personal property for an insured who resides in an owner-occupied single...</code> | <code>american commerce insurance company ohio property program rules manual american commerce insurance company page 4 of 39 (04/20) package policy requirements the following minimum limits apply to each form type. minimum package policy requirements ho3 ho4 ho6 cva base coverage -100% replacement cost n/a 10% of cvc cvb 10% of cva n/a n/a cvc 70% of cva base coverage base coverage cvd 20% of cva 40% of cvc 40% of cvc cvl $100,000 $100,000 $100,000 cvm $1,000 $1,000 $1,000</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
+  | <code>How does the manual define a seasonal dwelling?</code>                                                                                     | <code>safeport insurance company homeowners program manual - south carolina (2020) general rules includes copyrighted material of insurance services office, inc. with its permission page 9 of 36 f. permitted business occupancies certain business occupancies are permitted, pro- vided: 1. the premises is occupied principally for private residential purposes, and 2. there is no other business occupancy on the premises. when the business is conducted on the residence premises, refer to rules 509. and 510. for section i coverage and rules 607. and 608. for section ii cov- erage. when it is conducted from an other resi- dence, only section ii coverage is available. refer to rules 607. and 608. g. farm property a homeowners policy shall not be issued to cover any property to which farm forms or rates apply under the rules of the company, except as noted in following paragraphs 1. and 2.: 1. section i - property - livestock collision coverage may be provided for loss due to colli- sion which results...</code> | <code>safeport insurance company homeowners program manual - south carolina (2020) general rules includes copyrighted material of insurance services office, inc. with its permission page 10 of 36 3. fire resistive exterior walls and floors and roof constructed of masonry or other fire resistive materials. e. mixed (masonry/frame) a combination of both fr ame and masonry construc- tion shall be classed as frame when the exterior walls of frame construction (including gables) exceed 33 1/3% of the total exterior wall area; otherwise class as masonry. rule 108. seasonal dwelling definition a seasonal dwelling is a dwelling with continuous un-oc- cupancy of three or more consecutive months during any one-year period. rule 109. single and separate buildings definition a. single building all buildings or sections of buildings which are acces- sible through unprotected openings shall be consid- ered as a single building. b. separate building 1. buildings which are separated by space shall be consid...</code> |
 * Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
   ```json
   {
-      "loss": "MultipleNegativesRankingLoss",
+      "loss": "TripletLoss",
       "matryoshka_dims": [
-          768,
+          1024,
           512,
-          256,
-          128,
-          64
+          256
       ],
       "matryoshka_weights": [
-          1,
-          1,
           1,
           1,
           1
@@ -877,11 +658,10 @@ You can finetune this model on your own dataset.
 #### Non-Default Hyperparameters
 
 - `eval_strategy`: epoch
-- `per_device_train_batch_size`: 32
+- `per_device_train_batch_size`: 6
 - `per_device_eval_batch_size`: 16
 - `gradient_accumulation_steps`: 16
-- `learning_rate`: 2e-05
-- `num_train_epochs`: 4
+- `num_train_epochs`: 8
 - `lr_scheduler_type`: cosine
 - `warmup_ratio`: 0.1
 - `bf16`: True
@@ -899,20 +679,20 @@ You can finetune this model on your own dataset.
 - `do_predict`: False
 - `eval_strategy`: epoch
 - `prediction_loss_only`: True
-- `per_device_train_batch_size`: 32
+- `per_device_train_batch_size`: 6
 - `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
+- `learning_rate`: 5e-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
+- `num_train_epochs`: 8
 - `max_steps`: -1
 - `lr_scheduler_type`: cosine
 - `lr_scheduler_kwargs`: {}
@@ -1013,10 +793,16 @@ You can finetune this model on your own dataset.
 </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     | 0.5447                 | 0.5494                 | 0.5071                 | 0.4792                 | 0.3423                |
-| **2.0** | **4** | **0.5635**             | **0.5752**             | **0.5477**             | **0.4978**             | **0.3636**            |
+| Epoch   | Step   | Training Loss | dim_1024_cosine_ndcg@10 | dim_512_cosine_ndcg@10 | dim_256_cosine_ndcg@10 |
+|:-------:|:------:|:-------------:|:-----------------------:|:----------------------:|:----------------------:|
+| **1.0** | **10** | **24.8465**   | **0.5265**              | **0.5079**             | **0.5108**             |
+| 2.0     | 20     | 16.454        | 0.4701                  | 0.4565                 | 0.4235                 |
+| 3.0     | 30     | 9.4107        | 0.3821                  | 0.3536                 | 0.3599                 |
+| 4.0     | 40     | 4.786         | 0.3482                  | 0.3464                 | 0.3413                 |
+| 5.0     | 50     | 2.675         | 0.3266                  | 0.3142                 | 0.3150                 |
+| 6.0     | 60     | 1.542         | 0.3303                  | 0.3161                 | 0.3052                 |
+| 7.0     | 70     | 1.1167        | 0.3257                  | 0.3131                 | 0.3009                 |
+| 7.2105  | 72     | -             | 0.3255                  | 0.3131                 | 0.3021                 |
 
 * The bold row denotes the saved checkpoint.
 
@@ -1058,15 +844,15 @@ You can finetune this model on your own dataset.
 }
 ```
 
-#### MultipleNegativesRankingLoss
+#### TripletLoss
 ```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},
+@misc{hermans2017defense,
+    title={In Defense of the Triplet Loss for Person Re-Identification},
+    author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
     year={2017},
-    eprint={1705.00652},
+    eprint={1703.07737},
     archivePrefix={arXiv},
-    primaryClass={cs.CL}
+    primaryClass={cs.CV}
 }
 ```
 

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