metadata

base_model: sentence-transformers/paraphrase-multilingual-mpnet-base-v2
datasets: []
language: []
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:10964
  - loss:ContrastiveTensionLossInBatchNegatives
  - loss:MultipleNegativesRankingLoss
  - loss:ContrastiveLoss
  - loss:BatchAllTripletLoss
widget:
  - source_sentence: >-
      NUCLEAR/CHEMICAL/BIOLOGICAL TERRORISM EXCLUSION

      It is agreed that; regardless of any contributory cause(s); this
      reinsurance does not cover any claim(s) in any way caused or contributed
      to by an act of terrorism involving the use or release or the threat
      thereof of any nuclear weapon or device or chemical or biological agent.

      For the purpose of this exclusion an act of terrorism means an act;
      including but not limited to the use of force or violence and/or the
      threat thereof; of any person or group(s) of persons; whether acting alone
      or on behalf of or in connection with any organisation(s) or
      government(s); committed for political; religious; ideological or ethnic
      purposes or reasons including the intention to influence any government
      and/or to put the public; or any section of the public; in fear.

      If the reinsurers allege that by reason of this exclusion any claim is not
      covered by this reinsurance the burden of proving the contrary shall be
      upon the reassured.

      All other terms and conditions remain unchanged

      LSW 1176 (Accident/Health)
    sentences:
      - >-
        Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to
        allow for the purpose of paying the Federal Excise Tax the applicable
        percentage of the premium payable hereon (as imposed under Section 4371
        of the Internal Revenue Code) to the extent such premium is subject to
        the Federal Excise Tax.
      - >-
        Article 31 - Arbitration

        A. In the event of any dispute or difference of opinion hereafter
        arising with respect to this Contract; it is hereby mutually agreed that
        such dispute or difference of opinion shall be submitted to arbitration.
        One Arbiter shall be chosen by the Company; the other by the Reinsurer;
        and an Umpire shall be chosen by the two Arbiters before they enter upon
        arbitration; all of whom shall be disinterested active or former
        officers or other experienced individuals; including but not limited to
        attorneys or other professional advisors; who have operated in; or were
        involved in the United States insurance or reinsurance industry for at
        least 10 years. In the event that either party should fail to choose an
        Arbiter within 30 days following a written request by the other party to
        do so; the requesting party may choose two Arbiters who shall in turn
        choose an Umpire before entering upon arbitration. If the two Arbiters
        fail to agree upon the selection of an Umpire within 30 days following
        their appointment; the two Arbiters shall request the American
        Arbitration Association to appoint the Umpire. If the American
        Arbitration Association fails to appoint the Umpire within 30 days after
        it has been requested to do so; either party may request a justice of a
        Court of general jurisdiction of the state in which the arbitration is
        to be held to appoint the Umpire. Notwithstanding the above; in the
        event the dispute or difference of opinion involves a Runoff Subscribing
        Reinsurer; the Company may; at its option; choose to forego arbitration
        and may bring an action in any court of competent jurisdiction.
      - >-
        Effective 1/1/2000


        A. General

        The ARIAS·U.S. Umpire Appointment Procedure (“Procedure”) is available
        for use in insurance or reinsurance arbitrations. Under the Procedure;
        umpires will be selected from the ARIAS·U.S. Certified Umpire List;
        unless the parties to the arbitration specifically request selection
        from the ARIAS·U.S. Certified Arbitrator List. The ARIAS·U.S. Certified
        Umpire List consists of those ARIAS·U.S. Certified Arbitrators who have
        provided ARIAS·U.S. with satisfactory evidence of having served as a
        panel member on at least five (5) insurance or reinsurance arbitrations
        that made a final award and included at least three days of evidentiary
        hearings. The Procedure has been designed by ARIAS·U.S. to be
        administered by the parties.

        B. Random Selection from the ARIAS Appointment Database

        1. To initiate the Procedure the parties to the arbitration must jointly
        notify ARIAS·U.S. in writing (via its Executive Director) that they have
        elected to have their umpire selected in accordance with the Procedure.
        The notice shall specify whether the selection should be made from the
        ARIAS·U.S. Certified Umpire List; the ARIAS·U.S. Certified Arbitrator
        List; or the Newer Arbitrator List. Upon receipt of this notification;
        the ARIAS·U.S. Executive Director’s office will make a random selection
        of twelve (12) names from the designated list and will forward the list
        of twelve (12) names to the parties.

        2. The parties will jointly contact (by mail or fax) the First through
        the Tenth candidates on the list of twelve names to determine their
        availability; identifying the parties; their counsel and their appointed
        arbitrators. The parties must also notify the umpire candidates of any
        specific terms set forth in their arbitration agreement that might
        affect a candidate’s eligibility to serve in the matter (e.g. active
        officer; years of experience; area of specialty; etc.). The parties will
        also furnish each of the ten (10) candidates with a Questionnaire
        (ARIAS·U.S. form; unless otherwise agreed) to be promptly completed and
        returned if the candidate wishes to be considered for appointment. Any
        candidate who does not return a completed Questionnaire to both parties
        within ten (10) days of receipt of the form will be considered
        unavailable for appointment. The parties should encourage the candidates
        to submit their Questionnaires via simultaneous fax transmission to
        ensure receipt by both parties within the ten (10) day period.

        3. In the event less than ten (10) candidates are available for
        appointment; the parties shall; unless they agree to the contrary;
        contact the Eleventh and; if necessary; Twelfth candidates on the
        original list of twelve (12) names in the same manner as prescribed in
        Paragraph B.2. above. For example; if only eight (8) of the original ten
        (10) candidates are available; the parties will contact the Eleventh and
        Twelfth candidates on the original list of twelve (12) names. If only
        seven (7) or fewer of the original ten (10) candidates are available;
        the parties will contact the Eleventh and Twelfth candidates on the
        original list of twelve (12) names and will request the ARIAS·U.S.
        Executive Director’s office to provide an additional random list of
        twelve (12) names. From the additional random list; the parties will
        contact; in numerical order and in the manner prescribed in Paragraph
        B.2. above; the number of candidates required to achieve a slate of ten
        (10) available candidates. This process shall be repeated until ten (10)
        available candidates are identified.

        C. Candidate Ranking and Umpire Selection

        1. Within seven (7) days
  - source_sentence: >-
      ARTICLE XXIV RESERVES AND FUNDING – CREDIT FOR REINSURANCE A. The
      Reinsurer shall provide funding under the terms of this Article only if
      the Company will be denied statutory credit for reinsurance ceded to the
      Reinsurer pursuant to the credit for reinsurance law or regulations of the
      regulatory authority having jurisdiction over the Company’s reserves. B.
      As regards Policies issued by the Company coming within the scope of this
      Contract; the Company agrees that when it shall file with the insurance
      regulatory authority or set up on its books reserves for unearned premium
      and losses covered hereunder which it shall be required by law to set up;
      it shall forward to the Reinsurer a statement showing the proportion of
      such reserves which is applicable to the Reinsurer. The Reinsurer hereby
      agrees to fund such reserves in respect of unearned premium; known
      outstanding losses that have been reported to the Reinsurer and allocated
      Loss Adjustment Expense relating thereto; losses and allocated Loss
      Adjustment Expense paid by the Company but not recovered from the
      Reinsurer; plus reserves for losses incurred but not reported; as shown in
      the statement prepared by the Company (hereinafter referred to as the
      “Reinsurer’s Obligations”) by funds withheld; cash advances or a Letter of
      Credit (hereinafter referred to as “LOC”). The Reinsurer shall have the
      option of determining the method of funding provided it is acceptable to
      the Company and each applicable insurance regulatory authority.
    sentences:
      - >-
        ARTICLE XXIV RESERVES AND FUNDING – CREDIT FOR REINSURANCE A. The
        Reinsurer shall provide funding under the terms of this Article only if
        the Company will be denied statutory credit for reinsurance ceded to the
        Reinsurer pursuant to the credit for reinsurance law or regulations of
        the regulatory authority having jurisdiction over the Company’s
        reserves. B. As regards Policies issued by the Company coming within the
        scope of this Contract; the Company agrees that when it shall file with
        the insurance regulatory authority or set up on its books reserves for
        unearned premium and losses covered hereunder which it shall be required
        by law to set up; it shall forward to the Reinsurer a statement showing
        the proportion of such reserves which is applicable to the Reinsurer.
        The Reinsurer hereby agrees to fund such reserves in respect of unearned
        premium; known outstanding losses that have been reported to the
        Reinsurer and allocated Loss Adjustment Expense relating thereto; losses
        and allocated Loss Adjustment Expense paid by the Company but not
        recovered from the Reinsurer; plus reserves for losses incurred but not
        reported; as shown in the statement prepared by the Company (hereinafter
        referred to as the “Reinsurer’s Obligations”) by funds withheld; cash
        advances or a Letter of Credit (hereinafter referred to as “LOC”). The
        Reinsurer shall have the option of determining the method of funding
        provided it is acceptable to the Company and each applicable insurance
        regulatory authority.
      - >-
        Notwithstanding any provision to the contrary within this Reinsurance
        Contract; this Reinsurance Contract excludes any loss; damage;
        liability; claim; cost or expense of whatsoever nature; directly or
        indirectly caused by; contributed to by; resulting from; arising out of;
        or in connection with a Communicable Disease or the fear or threat
        (whether actual or perceived) of a Communicable Disease regardless of
        any other cause or event contributing concurrently or in any other
        sequence thereto.
      - >-
        1. The term 'Ultimate Net Loss'; as used herein; shall mean the sum
        actually paid or payable (including any amounts paid or payable under
        the Excess of Original Policy Limits and Extra Contractual Obligations
        NMX100 (Amended) Articles contained herein) by the Reinsured (including
        any Retention Vehicle(s) used by the Reinsured) in settlement of losses;
        including legal costs and expenses of litigation; if any; after making
        deductions for all recoveries; all salvages and all claims upon other
        inuring reinsurances; whether collected or not; and shall include all
        Loss Adjustment Expenses arising from the settlement of claims other
        than the salaries of employees and office expenses of the Reinsured.
  - source_sentence: >-
      Any and all disputes between the Company and the Reinsurer arising out of;
      relating to; or concerning this Contract; whether sounding in contract or
      tort and whether arising during or after termination of this Contract;
      shall be submitted to the decision of a board of arbitration composed of
      two arbitrators and an umpire (“Board”) meeting at a site in the city in
      which the principal headquarters of the Company are located. The
      arbitration shall be conducted under the Federal Arbitration Act and shall
      proceed as set forth below.
    sentences:
      - >-
        Any and all disputes between the Company and the Reinsurer arising out
        of; relating to; or concerning this Contract; whether sounding in
        contract or tort and whether arising during or after termination of this
        Contract; shall be submitted to the decision of a board of arbitration
        composed of two arbitrators and an umpire (“Board”) meeting at a site in
        the city in which the principal headquarters of the Company are located.
        The arbitration shall be conducted under the Federal Arbitration Act and
        shall proceed as set forth below.
      - >-
        Article 27 - Insolvency

        A. This Article will apply severally to each reinsured company
        referenced within the definition of 'Company' in the Preamble to this
        Contract. This Article and the laws of the domiciliary state will apply
        in the event of the insolvency of any company covered hereunder. In the
        event of a conflict between any provision of this Article and the laws
        of the domiciliary state of any company covered hereunder; that
        domiciliary state's laws will prevail.

        B. In the event of the Company's insolvency; the reinsurance afforded by
        this Contract will be payable by the Reinsurers on the basis of the
        Company's liability under the policies reinsured without diminution
        because of the Company's insolvency or because its liquidator; receiver;
        conservator; or statutory successor has failed to pay all or a portion
        of any claims; subject however to the right of the Reinsurers to offset
        against such funds due hereunder; any sums that may be payable to them
        by said insolvent Company in accordance with applicable law. The
        reinsurance will be payable by the Reinsurers directly to the Company;
        or to its liquidator; receiver; conservator; or statutory successor
        except (1) where this Contract specifically provides another payee of
        such reinsurance in the event of the Company's insolvency or (2) where
        the Reinsurers; with the consent of the direct insured or insureds; have
        assumed such policy obligations of the Company as direct obligations of
        themselves to the payees under such policies in substitution for the
        Company's obligation to such payees.

        C. The Company's liquidator; receiver; conservator; or statutory
        successor will give written notice of the pendency of a claim against
        the Company under the policies reinsured within a reasonable time after
        such claim is filed in the insolvency proceeding. During the pendency of
        such claim; the Reinsurers may investigate said claim and interpose in
        the proceeding where the claim is to be adjudicated; at their own
        expense; any defense that they may deem available to the Company; or to
        its liquidator; receiver; conservator; or statutory successor. The
        expense thus incurred by the Reinsurers will be chargeable against the
        Company; subject to court approval; as part of the expense of
        conservation or liquidation to the extent that such proportionate share
        of the benefit will accrue to the Company solely as a result of the
        defense undertaken by the Reinsurers. Where two or more Reinsurers are
        involved in the same claim; and a majority in interest elect to
        interpose defense to such claim; the expense will be apportioned in
        accordance with the terms of this Contract as though such expense had
        been incurred by the Company.
      - >-
        A. This Contract does not cover any loss or damage; whether direct or
        indirect; nor any clean up cost incurred resulting from any spill;
        discharge or seepage of a pollutant/contaminant. B. This exclusion does
        not apply to loss or damage to the property insured caused by an insured
        peril or to expenses covered under the following Debris Removal Clause:
        1. “Debris Removal: The Insurer shall indemnify the Insured for expenses
        incurred in the removal from the Insured’s premises of debris of the
        property insured; occasioned by loss or damage to such property; for
        which loss or damage insurance is afforded under this Form. 2. The
        Insurer shall indemnify the Insured for expenses incurred in the removal
        of debris or other property which is not insured by this Form but which
        has been blown by windstorm upon a location specified on the
        “Declarations Page”. 3. Debris removal expense shall not be considered
        in the determination of actual cash value for the purpose of applying
        the Co-insurance Clause.” C. It is warranted that “pollution” or
        “contamination” shall not be included as a peril insured under any
        policy issued by the Company.
  - source_sentence: >-
      Article 12 - Sanctions: Neither the Company nor any Retrocessionaire shall
      be liable for premium or loss under this Contract if it would result in a
      violation of any mandatory sanction; prohibition or restriction under
      United Nations resolutions or the trade or economic sanctions; laws or
      regulations of any jurisdiction applicable to the Company or that
      Retrocessionaire.
    sentences:
      - >-
        Article 12 - Sanctions: Neither the Company nor any Retrocessionaire
        shall be liable for premium or loss under this Contract if it would
        result in a violation of any mandatory sanction; prohibition or
        restriction under United Nations resolutions or the trade or economic
        sanctions; laws or regulations of any jurisdiction applicable to the
        Company or that Retrocessionaire.
      - >-
        3) Without in any way restricting the operations of paragraphs 1) and 2)
        hereof; this Agreement does not cover any loss or liability by
        radioactive contamination accruing to the Reinsured; directly or
        indirectly; and whether as Insurer or Reinsurer; from any insurance on
        property which is on the same site as a nuclear reactor power plant or
        other nuclear installation and which normally would be insured therewith
        except that this paragraph 3) shall not operate a) where the Reinsured
        does not have knowledge of such nuclear reactor power plant or nuclear
        installation; or b) where said insurance contains a provision excluding
        coverage for damage to property caused by or resulting from radioactive
        contamination; however caused. However; on and after 1st; January 1960;
        this sub-paragraph b) shall only apply provided the said radioactive
        contamination exclusion provision has been approved by the Government
        Authority having jurisdiction thereof.
      - >-
        Notwithstanding any provision to the contrary within this Reinsurance
        Contract; this Reinsurance Contract excludes any loss; damage;
        liability; claim; cost or expense of whatsoever nature; directly or
        indirectly caused by; contributed to by; resulting from; arising out of;
        or in connection with a Communicable Disease or the fear or threat
        (whether actual or perceived) of a Communicable Disease regardless of
        any other cause or event contributing concurrently or in any other
        sequence thereto.
  - source_sentence: >-
      The liability of the Reinsured to indemnify Capricorn (Isle of Man)
      Limited who in turn offer a discretionary deed of indemnity to Capricorn
      Mutual Limited ABN 24 104 601 194 for the protections set out below.
    sentences:
      - >-
        The length of the loss defined here above will be limited to: - 168
        consecutive hours in case of social disorder; for the risks of strikes;
        riots; popular movements; urban violence for all the damages occurring
        in France. - 168 consecutive hours for all other guarantees covered by
        the Ceding Company in their original policies and defined in the
        “Interest to the Treaty” article. The Ceding Company may decide at its
        option the time and date of commencement of any period of consecutive
        hours and if any event is of longer duration than the said periods; the
        Ceding Company may divide it into two or more events provided that no
        two periods overlap and no period commences before the date and time of
        the occurrence of the first individual loss suffered by it as a result
        of the event. No individual claim arising from any insured risk
        occurring outside the above periods will be included in the event.
      - Custom Wholesale Property; except for Large Property U.S.
      - Sacramento Municipal Utility District (hereinafter called the “Insured”)

SentenceTransformer based on sentence-transformers/paraphrase-multilingual-mpnet-base-v2

This is a sentence-transformers model finetuned from sentence-transformers/paraphrase-multilingual-mpnet-base-v2 on the apInc and apInd datasets. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

Model Type: Sentence Transformer
Base model: sentence-transformers/paraphrase-multilingual-mpnet-base-v2
Maximum Sequence Length: 128 tokens
Output Dimensionality: 768 tokens
Similarity Function: Cosine Similarity
Training Datasets:
- apInc
- apInd

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: XLMRobertaModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("Anakeen/datasets_apIn_sts_1_v2")
# Run inference
sentences = [
    'The liability of the Reinsured to indemnify Capricorn (Isle of Man) Limited who in turn offer a discretionary deed of indemnity to Capricorn Mutual Limited ABN 24 104 601 194 for the protections set out below.',
    'Sacramento Municipal Utility District (hereinafter called the “Insured”)',
    'The length of the loss defined here above will be limited to: - 168 consecutive hours in case of social disorder; for the risks of strikes; riots; popular movements; urban violence for all the damages occurring in France. - 168 consecutive hours for all other guarantees covered by the Ceding Company in their original policies and defined in the “Interest to the Treaty” article. The Ceding Company may decide at its option the time and date of commencement of any period of consecutive hours and if any event is of longer duration than the said periods; the Ceding Company may divide it into two or more events provided that no two periods overlap and no period commences before the date and time of the occurrence of the first individual loss suffered by it as a result of the event. No individual claim arising from any insured risk occurring outside the above periods will be included in the event.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

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

Training Details

Training Datasets

apInc

Dataset: apInc
Size: 4,732 training samples
Columns: anchor, label, and posIneg
Approximate statistics based on the first 1000 samples:
anchor label posIneg
type string int string
details
min: 14 tokens
mean: 109.09 tokens
max: 128 tokens

0: ~66.80%
1: ~33.20%

min: 8 tokens
mean: 102.98 tokens
max: 128 tokens

	anchor	label	posIneg
type	string	int	string
details	min: 14 tokens mean: 109.09 tokens max: 128 tokens	0: ~66.80% 1: ~33.20%	min: 8 tokens mean: 102.98 tokens max: 128 tokens

Samples:

anchor	label	posIneg
1. This Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any Pool of Insurers or Reinsurers formed for the purpose of covering Atomic or Nuclear Energy risks. 2. Without in any way restricting the operation of paragraph (1) of this Clause; this Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any insurance against Physical Damage (including business interruption or consequential loss arising out of such Physical Damage) to: I. Nuclear reactor power plants including all auxiliary property on the site; or II. Any other nuclear reactor installation; including laboratories handling radioactive materials in connection with reactor installations; and “critical facilities” as such; or III. Installations for fabricating complete fuel elements or for processing substantial quantities of “special nuclear material;” and for reprocessing; salvaging; chemically separating; storing or disposing of “spent” nuclear fuel or waste materials; or IV. Installations other than those listed in paragraph (2) III above using substantial quantities of radioactive isotopes or other products of nuclear fission. 3. Without in any way restricting the operations of paragraphs (1) and (2) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; from any insurance on property which is on the same site as a nuclear reactor power plant or other nuclear installation and which normally would be insured therewith except that this paragraph (3) shall not operate (a) where the Reassured does not have knowledge of such nuclear reactor power plant or nuclear installation; or (b) where said insurance contains a provision excluding coverage for damage to property caused by or resulting from radioactive contamination; however caused. However on and after 1st January 1960 this sub-paragraph (b) shall only apply provided the said radioactive contamination exclusion provision has been approved by the Governmental Authority having jurisdiction thereof. 4. Without in any way restricting the operations of paragraphs (1); (2) and (3) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; when such radioactive contamination is a named hazard specifically insured against. 5. It is understood and agreed that this Clause shall not extend to risks using radioactive isotopes in any form where the nuclear exposure is not considered by the Reassured to be the primary hazard. 6. The term “special nuclear material” shall have the meaning given it in the Atomic Energy Act of 1954 or by any law amendatory thereof. 7. The Reassured to be sole judge of what constitutes: (a) substantial quantities; and (b) the extent of installation; plant or site. Note. Without in any way restricting the operation of paragraph (1) hereof; it is understood and agreed that (a) all policies issued by the Reassured on or before 31st December 1957 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply; (b) with respect to any risk located in Canada policies issued by the Reassured on or before 31st December 1958 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply.	`0`	`This Contract shall exclude: a) Business defined by the Reinsured as Liability Business (unless included in Cargo or Engineering All Risks/Contractors All Risks Business). b) Space and related risks. c) Marine business; but not applying to pleasure craft. d) Disease losses in respect of Fish Farm. This Contract shall also be subject to the following exclusion clauses: a) War and Civil War Exclusion NMA 464.`
`Downgrading clause ~ ABR1001 (Amended) Reinsurer with an S&P Rating Unless otherwise agreed by the Reinsured; the Reinsurer shall at all times during the Period of this Contract maintain an Insurer Financial Strength (IFS) rating from Standard & Poor's Rating Group of 55 Water Street; New York; NY 10041; USA ("S&P") equal to or greater than a rating of A minus as applied by S&P to that Reinsurer.`	`0`	The Reinsurer may not disclose this information to other parties except to evaluate the Contract or program placement or claim; actual or precautionary against the Contract or program. The Reinsurer agrees that “Confidential Information” is defined as statistics on premiums; losses; expenses; limits and exposures; as well as business plans; coverage forms and underwriting standards or guidelines and any other information supplied during the formation of this Contract. The Reinsurer also agrees information on the type and amount of insurance or reinsurance covered is also confidential and shall not be disclosed to any third party without the express written consent of the Association. This Confidential Information shall not include: i) Information already in public domain; ii) Information that comes into the public domain (other than via breach of this Contract); iii) Information lawfully known to Reinsurer before being disclosed by the Association or their agent; iv) Information independently developed by Reinsurer.
`Dispute Resolution ~ ABR1004 Where any dispute or difference between the parties arising out of or in connection with this Contract; including formation and validity and whether arising during or after the period of this Contract; has not been settled through negotiation; both parties agree to try in good faith to settle such dispute by non- binding mediation; before resorting to arbitration in the manner set out below.`	`1`	`Brokerage for this Contract is 15.00% of gross ceded premium. No brokerage will be paid on reinstatement premium.`

Loss: ContrastiveLoss with these parameters:

{
    "distance_metric": "SiameseDistanceMetric.COSINE_DISTANCE",
    "margin": 0.5,
    "size_average": true
}

apInd

Dataset: apInd
Size: 6,232 training samples
Columns: anchor, label, and posIneg
Approximate statistics based on the first 1000 samples:
anchor label posIneg
type string int string
details
min: 3 tokens
mean: 78.01 tokens
max: 128 tokens

0: ~65.10%
1: ~34.90%

min: 4 tokens
mean: 72.07 tokens
max: 128 tokens

	anchor	label	posIneg
type	string	int	string
details	min: 3 tokens mean: 78.01 tokens max: 128 tokens	0: ~65.10% 1: ~34.90%	min: 4 tokens mean: 72.07 tokens max: 128 tokens

Samples:

anchor	label	posIneg
`“North American CAT Perils” means certain Named Storms and Earthquake; each as defined below; in respect of that portion of losses which occur in the United States and Canada and their possessions and territories; excluding the Territory of Guam; the Territory of American Samoa; the Commonwealth of the Northern Mariana Islands; Wake Island; Johnston Atoll; Palmyra Atoll; and the State of Hawaiiterritory of Guam.`	`0`	`“Probable Maximum Loss” as used herein shall be defined as the average of (1) the 50-year Occurrence Probable Maximum Loss and (2) the 100-year Occurrence Probable Maximum Loss both generated as of September 30; 2022 using AIR Touchstone v8.0; long term including loss amplification and excluding storm surge for the perils of hurricane; severe convective storm; and winter storm.`
`For the purposes of this Paragraph A.; “Named Storm” means any windstorm or windstorm system that has been named by a Reporting Agency at any time in its lifecycle and ensuing losses therefrom.`	`0`	`The total premium; less return premium; on business covered by this Contract less return premiums and premiums paid for reinsurance that inures to the benefit of this Contract. When the Property and Casualty premium is indivisible the Company shall report 85% of its premium under Homeowners Policies; 95% of its premium under Farmowners Policies; 65% of its premium under Businessowners Policies; and 75% of its premium under Landlords Policies as subject premium hereunder.`
`For the purposes of this Paragraph A.; “Earthquake” means earthquake shake and ensuing losses therefrom.`	`0`	`UNIQUE MARKET REFERENCE: B1713ENI223713 REINSURED: TOPDANMARK FORSIKRING A/S Borupvang 4 DK – 2750 Ballerup Denmark and/or its subsidiaries; and/or affiliated and/or associated companies.`

Loss: ContrastiveLoss with these parameters:

{
    "distance_metric": "SiameseDistanceMetric.COSINE_DISTANCE",
    "margin": 0.5,
    "size_average": true
}

Evaluation Datasets

aac

Dataset: aac
Size: 100 evaluation samples
Columns: anchor and anchor2
Approximate statistics based on the first 1000 samples:
anchor anchor2
type string string
details
min: 20 tokens
mean: 104.63 tokens
max: 128 tokens

min: 20 tokens
mean: 104.63 tokens
max: 128 tokens

	anchor	anchor2
type	string	string
details	min: 20 tokens mean: 104.63 tokens max: 128 tokens	min: 20 tokens mean: 104.63 tokens max: 128 tokens

Samples:

anchor	anchor2
`Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax.`	`Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax.`
`Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto.`	`Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto.`
CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE) Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back 1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with: 1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2; 1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data. 2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.	CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE) Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back 1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with: 1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2; 1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data. 2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.

Loss: ContrastiveTensionLossInBatchNegatives

aad

Dataset: aad
Size: 100 evaluation samples
Columns: anchor and anchor2
Approximate statistics based on the first 1000 samples:
anchor anchor2
type string string
details
min: 5 tokens
mean: 70.36 tokens
max: 128 tokens

min: 5 tokens
mean: 70.36 tokens
max: 128 tokens

	anchor	anchor2
type	string	string
details	min: 5 tokens mean: 70.36 tokens max: 128 tokens	min: 5 tokens mean: 70.36 tokens max: 128 tokens

Samples:

anchor	anchor2
“Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property.	“Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property.
`“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.`	`“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.`
`means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System.`	`means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System.`

Loss: ContrastiveTensionLossInBatchNegatives

apc

Dataset: apc
Size: 100 evaluation samples
Columns: anchor and positive
Approximate statistics based on the first 1000 samples:
anchor positive
type string string
details
min: 20 tokens
mean: 104.63 tokens
max: 128 tokens

min: 20 tokens
mean: 105.0 tokens
max: 128 tokens

	anchor	positive
type	string	string
details	min: 20 tokens mean: 104.63 tokens max: 128 tokens	min: 20 tokens mean: 105.0 tokens max: 128 tokens

Samples:

anchor	positive
`Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax.`	`Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax.`
`Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto.`	Communicable Disease Exclusion Attaching to and forming part of AXA GLOBAL RE SA AND AXA XL US GROUP PROPERTY CATASTROPHE EXCESS OF LOSS 1. This Reinsurance Agreement excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with any Communicable Disease or the fear or threat (whether actual or perceived) of any Communicable Disease. For the purposes of this exclusion; loss; damage; liability; claim; cost or expense caused by; contributed to by; resulting from; arising out of; or in connection with any Communicable Disease shall include; but not be limited to; any loss of market; loss of income; profit or revenue; or any other business interruption; and any public or government authority's denial of access to or destruction of property in an effort to prevent the spread of any Communicable Disease.
CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE) Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back 1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with: 1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2; 1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data. 2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.	CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE) Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back 1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with: 1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2; 1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data. 2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim"
}

apd

Dataset: apd
Size: 100 evaluation samples
Columns: anchor and positive
Approximate statistics based on the first 1000 samples:
anchor positive
type string string
details
min: 5 tokens
mean: 70.36 tokens
max: 128 tokens

min: 5 tokens
mean: 74.99 tokens
max: 128 tokens

	anchor	positive
type	string	string
details	min: 5 tokens mean: 70.36 tokens max: 128 tokens	min: 5 tokens mean: 74.99 tokens max: 128 tokens

Samples:

anchor	positive
“Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property.	“Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property.
`“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.`	`“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.`
`means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System.`	`means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System.`

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim"
}

apnc

Dataset: apnc
Size: 100 evaluation samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 1000 samples:

	anchor	positive	negative
type	string	string	string
details	min: 20 tokens mean: 104.63 tokens max: 128 tokens	min: 20 tokens mean: 104.02 tokens max: 128 tokens	min: 20 tokens mean: 104.06 tokens max: 128 tokens

Samples:

anchor	positive	negative
`Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax.`	`Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax.`	`étant toujours entendu que ces assurances ou réassurances excluent les risques d'irradiation et de contamination par des Matières Nucléaires.`
`Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto.`	`Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto.`	Reinsurance business shall be excluded from this Reinsurance Agreement. However; the following are not excluded: -shares assumed on direct written business through inward treaties -business written on behalf of an AXA Company -facultative reinsurance; group intra-company reinsurance (if applicable); local agency reinsurance accepted in the normal course of business and/or Policies written by another carrier at the REINSURED's request and reinsured up to one hundred percent (100%) by the REINSURED -captive insurance and/or reinsurance and/or retrocession companies if their sole purpose is to form part of a single client insurance programme structure -fronting if their sole purpose is to form part of a single client international program solution
CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE) Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back 1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with: 1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2; 1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data. 2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.	CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE) Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back 1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with: 1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2; 1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data. 2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.	`In any action; suit or proceeding to enforce the Subscribing Reinsurer's obligations under the attached Contract; service of process may be made upon Lloyd's America; Inc.; Attention: Legal Department; 280 Park Avenue; East Tower; 25th Floor; New York; NY 10017-1274. However; if such action; suit or proceeding is brought in the State of California; service of process may be made upon FLWA Service Corp.; c/o Foley & Lardner LLP; 555 California Street; Suite 1700; San Francisco; CA 94104-1520.`

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim"
}

apnd

Dataset: apnd
Size: 100 evaluation samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 1000 samples:

	anchor	positive	negative
type	string	string	string
details	min: 5 tokens mean: 70.36 tokens max: 128 tokens	min: 5 tokens mean: 68.49 tokens max: 128 tokens	min: 5 tokens mean: 71.32 tokens max: 128 tokens

Samples:

anchor	positive	negative
“Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property.	“Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property.	`For purposes of the application of this Article; the term “Corporate Officer” shall mean each Company senior officer with the title of Executive Vice President or higher.`
`“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.`	`“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.`	`"Work Product Privilege" means communications; written materials and tangible things prepared by or for in-house or outside counsel; or prepared by or for the Company; in anticipation of or in connection with litigation; arbitration; or other dispute resolution proceedings.`
`means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System.`	`means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System.`	`Custom Wholesale Property; except for Large Property U.S.`

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim"
}

apInc

Dataset: apInc
Size: 100 evaluation samples
Columns: anchor, label, and posIneg
Approximate statistics based on the first 1000 samples:
anchor label posIneg
type string int string
details
min: 20 tokens
mean: 104.63 tokens
max: 128 tokens

0: ~70.00%
1: ~30.00%

min: 20 tokens
mean: 100.86 tokens
max: 128 tokens

	anchor	label	posIneg
type	string	int	string
details	min: 20 tokens mean: 104.63 tokens max: 128 tokens	0: ~70.00% 1: ~30.00%	min: 20 tokens mean: 100.86 tokens max: 128 tokens

Samples:

anchor	label	posIneg
`Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax.`	`1`	`A. As a condition precedent to any right of action hereunder; any dispute that arises out of or in connection with this Contract; including its formation or validity; shall be submitted for decision to a panel of three arbitrators. A request for arbitration by either the Company or the Reinsurer shall not relieve the Reinsurer of its liability to promptly pay its share of undisputed loss settlements in accordance with the provisions of the Notice of Loss and Loss Settlements Article.`
`Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto.`	`0`	Excluding: (a) All Business derived directly or indirectly from any Pool; Association or Syndicate which maintains its own reinsurance facilities. Captive Insurers or Risk Retention Groups shall not be considered Pools; Associations or Syndicates. (b) Any Pool or Scheme (whether voluntary or mandatory) formed after March 1; 1968 for the purpose of insuring Property whether on a country- wide basis or in respect of designated areas. This exclusion shall not apply to so- called Automobile Insurance Plans or other Pools formed to provide coverage for Automobile Physical Damage; however; any coverage provided by the Ontario; Alberta; New Brunswick and Nova Scotia Risk Sharing Pools shall be excluded hereunder.
CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE) Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back 1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with: 1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2; 1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data. 2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.	`0`	13.1 TAXES As applicable 13.2 GOODS AND SERVICES TAX (GST) a. Payments Any amount shown as payable under this Agreement does not include GST and; where applicable; will be calculated with reference to the GST -exclusive premiums payable to the Reinsured by its insureds. In addition to any amount shown as payable; wherever the supplier (whether the Reinsurer or the Reinsured) is liable for GST on that amount; the supplier shall be paid an amount equal to that GST. b. Claims The Ultimate Net Loss will be calculated after accounting for any adjustment under the GST legislation to which the Reinsured is entitled on settlement of claims to its insureds or on recoveries from any third parties; and any input tax credit to which they are entitled on acquiring goods or services for the purpose of settlement of a claim. This Agreement does not cover any liability that the Reinsured has for GST on any claim payment under this Agreement arising from the Reinsured’s failure to disclose correctly to the Reinsurer its entitlement to an input tax credit for the premium.

Loss: ContrastiveLoss with these parameters:

{
    "distance_metric": "SiameseDistanceMetric.COSINE_DISTANCE",
    "margin": 0.5,
    "size_average": true
}

apInd

Dataset: apInd
Size: 100 evaluation samples
Columns: anchor, label, and posIneg
Approximate statistics based on the first 1000 samples:
anchor label posIneg
type string int string
details
min: 5 tokens
mean: 70.36 tokens
max: 128 tokens

0: ~71.00%
1: ~29.00%

min: 5 tokens
mean: 63.96 tokens
max: 128 tokens

	anchor	label	posIneg
type	string	int	string
details	min: 5 tokens mean: 70.36 tokens max: 128 tokens	0: ~71.00% 1: ~29.00%	min: 5 tokens mean: 63.96 tokens max: 128 tokens

Samples:

anchor	label	posIneg
“Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property.	`0`	The Reinsurer agrees to fund its share of the Company's ceded outstanding loss and Loss Adjustment Expense reserves (including all case reserves plus any reasonable amount estimated to be unreported from known Loss Occurrences) by: 1. Clean; irrevocable and unconditional letters of credit issued or confirmed; if confirmation is required by the insurance regulatory authorities involved; by a bank or banks meeting the NAIC Securities Valuation Office credit standards for issuers of letters of credit and acceptable to said insurance regulatory authorities; and/or 2. Escrow accounts for the benefit of the Company; and/or 3. Cash advances.
`“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.`	`1`	`Custom Wholesale Property; except for Large Property U.S.`
`means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System.`	`0`	`"Qualified Person" shall have the meaning ascribed to it in paragraph 25.05 of the Commutation Article of this Contract.`

Loss: ContrastiveLoss with these parameters:

{
    "distance_metric": "SiameseDistanceMetric.COSINE_DISTANCE",
    "margin": 0.5,
    "size_average": true
}

sscc

Dataset: sscc
Size: 100 evaluation samples
Columns: sentence and label

Approximate statistics based on the first 1000 samples:

	sentence	label
type	string	int
details	min: 20 tokens mean: 104.63 tokens max: 128 tokens	1: ~1.00% 4: ~2.00% 5: ~3.00% 11: ~1.00% 12: ~1.00% 18: ~1.00% 19: ~6.00% 20: ~8.00% 21: ~3.00% 30: ~1.00% 32: ~1.00% 34: ~1.00% 45: ~1.00% 46: ~2.00% 47: ~2.00% 50: ~1.00% 51: ~1.00% 53: ~4.00% 65: ~1.00% 68: ~2.00% 69: ~1.00% 74: ~1.00% 79: ~5.00% 88: ~1.00% 89: ~1.00% 93: ~1.00% 107: ~3.00% 115: ~1.00% 126: ~1.00% 143: ~1.00% 150: ~1.00% 161: ~1.00% 175: ~1.00% 202: ~1.00% 220: ~1.00% 222: ~1.00% 227: ~1.00% 229: ~1.00% 231: ~1.00% 232: ~1.00% 235: ~1.00% 236: ~1.00% 251: ~2.00% 275: ~1.00% 276: ~1.00% 296: ~1.00% 305: ~1.00% 309: ~1.00% 314: ~1.00% 334: ~1.00% 342: ~1.00% 368: ~1.00% 376: ~1.00% 381: ~1.00% 400: ~1.00% 402: ~1.00% 404: ~1.00% 419: ~1.00% 473: ~1.00% 496: ~1.00% 547: ~1.00% 548: ~1.00% 553: ~1.00% 585: ~1.00% 594: ~2.00% 605: ~1.00% 606: ~1.00% 662: ~1.00% 798: ~1.00%

Samples:

sentence	label
`Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax.`	`32`
`Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto.`	`79`
CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE) Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back 1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with: 1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2; 1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data. 2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.	`88`

Loss: BatchAllTripletLoss

sscd

Dataset: sscd
Size: 100 evaluation samples
Columns: sentence and label

Approximate statistics based on the first 1000 samples:

	sentence	label
type	string	int
details	min: 5 tokens mean: 70.36 tokens max: 128 tokens	1: ~1.00% 3: ~8.00% 4: ~1.00% 5: ~1.00% 7: ~1.00% 8: ~2.00% 19: ~4.00% 25: ~1.00% 26: ~2.00% 29: ~2.00% 32: ~2.00% 33: ~2.00% 34: ~1.00% 38: ~1.00% 39: ~1.00% 54: ~3.00% 55: ~1.00% 68: ~1.00% 78: ~2.00% 80: ~1.00% 82: ~1.00% 84: ~1.00% 93: ~1.00% 98: ~1.00% 120: ~1.00% 134: ~1.00% 135: ~1.00% 143: ~1.00% 144: ~2.00% 149: ~1.00% 154: ~1.00% 161: ~1.00% 173: ~1.00% 180: ~1.00% 181: ~1.00% 183: ~2.00% 206: ~1.00% 236: ~1.00% 238: ~1.00% 239: ~1.00% 243: ~1.00% 244: ~1.00% 256: ~1.00% 264: ~1.00% 326: ~1.00% 361: ~1.00% 367: ~1.00% 374: ~1.00% 377: ~1.00% 429: ~1.00% 433: ~1.00% 443: ~1.00% 448: ~1.00% 473: ~1.00% 488: ~1.00% 521: ~1.00% 535: ~1.00% 556: ~1.00% 557: ~1.00% 580: ~1.00% 589: ~1.00% 679: ~1.00% 693: ~1.00% 797: ~1.00% 857: ~1.00% 859: ~1.00% 871: ~1.00% 873: ~1.00% 960: ~1.00% 979: ~1.00% 1028: ~1.00% 1155: ~1.00% 1209: ~1.00% 1213: ~1.00% 1256: ~1.00% 1297: ~1.00% 1331: ~1.00% 1481: ~1.00% 1528: ~1.00% 1541: ~1.00%

Samples:

sentence	label
“Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property.	`4`
`“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.`	`25`
`means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System.`	`7`

Loss: BatchAllTripletLoss

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: steps
per_device_train_batch_size: 16
per_device_eval_batch_size: 16
learning_rate: 3e-05
num_train_epochs: 10
warmup_ratio: 0.1

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: steps
prediction_loss_only: True
per_device_train_batch_size: 16
per_device_eval_batch_size: 16
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
learning_rate: 3e-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: 10
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.1
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: False
fp16: False
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: False
hub_always_push: False
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
dispatch_batches: None
split_batches: None
include_tokens_per_second: False
include_num_input_tokens_seen: False
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
batch_sampler: batch_sampler
multi_dataset_batch_sampler: proportional

Training Logs

Epoch	Step	Training Loss	apInd loss	aac loss	apd loss	apc loss	aad loss	apnd loss	apInc loss	sscd loss	sscc loss	apnc loss
0.7289	500	0.0336	0.0275	0.3327	0.5168	1.0003	0.1244	0.5215	0.0271	3.0652	3.8505	1.4227
1.4577	1000	0.0296	0.0284	0.5456	0.5063	0.8257	0.3003	0.6130	0.0312	2.9618	3.7354	1.1967
2.1866	1500	0.0251	0.0284	0.6807	0.5280	1.0959	0.4017	0.5379	0.0289	3.0576	3.8908	1.4869
2.9155	2000	0.0206	0.0339	0.9734	0.8002	1.3207	0.6254	0.6839	0.0316	3.1521	4.0381	1.5177
3.6443	2500	0.0169	0.0378	1.3201	0.7680	1.5076	0.9070	0.8618	0.0297	3.1945	4.0952	1.7517
4.3732	3000	0.0134	0.0290	1.1799	0.7324	1.1316	0.8680	0.7611	0.0342	3.1984	3.7175	1.6512
5.1020	3500	0.0108	0.0339	1.1725	0.6832	1.3196	0.9173	0.6620	0.0385	3.0456	3.8537	1.6665
5.8309	4000	0.0091	0.0346	1.1575	0.8292	1.2039	0.9525	0.8158	0.0308	3.1059	3.7997	1.6441
6.5598	4500	0.0075	0.0329	1.4039	0.8758	1.4812	1.1366	0.8676	0.0333	3.1315	3.7831	1.7867
7.2886	5000	0.0066	0.0397	1.5328	0.8181	1.3348	1.1964	0.7377	0.0394	3.0488	3.7689	1.9647
8.0175	5500	0.0061	0.0391	1.8422	1.0356	1.5761	1.6873	0.8204	0.0379	3.1257	4.0757	1.6428
8.7464	6000	0.0053	0.0400	1.7855	0.9801	1.5709	1.6018	1.0146	0.0324	3.1168	4.0494	1.9080
9.4752	6500	0.0057	0.0376	1.6577	0.7957	1.4086	1.5224	0.8735	0.0352	3.1759	3.6836	1.7704

Framework Versions

Python: 3.10.12
Sentence Transformers: 3.0.1
Transformers: 4.41.2
PyTorch: 2.3.0+cu121
Accelerate: 0.32.1
Datasets: 2.20.0
Tokenizers: 0.19.1

Citation

BibTeX

Sentence Transformers

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

ContrastiveTensionLossInBatchNegatives

@inproceedings{carlsson2021semantic,
    title={Semantic Re-tuning with Contrastive Tension},
    author={Fredrik Carlsson and Amaru Cuba Gyllensten and Evangelia Gogoulou and Erik Ylip{"a}{"a} Hellqvist and Magnus Sahlgren},
    booktitle={International Conference on Learning Representations},
    year={2021},
    url={https://openreview.net/forum?id=Ov_sMNau-PF}
}

MultipleNegativesRankingLoss

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

ContrastiveLoss

@inproceedings{hadsell2006dimensionality,
    author={Hadsell, R. and Chopra, S. and LeCun, Y.},
    booktitle={2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06)}, 
    title={Dimensionality Reduction by Learning an Invariant Mapping}, 
    year={2006},
    volume={2},
    number={},
    pages={1735-1742},
    doi={10.1109/CVPR.2006.100}
}

BatchAllTripletLoss

@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={1703.07737},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}