datasets_apIn_sts_1_v2 / README.md

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	---
	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](https://www.SBERT.net) model finetuned from [sentence-transformers/paraphrase-multilingual-mpnet-base-v2](https://huggingface.co/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](https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2) <!-- at revision 79f2382ceacceacdf38563d7c5d16b9ff8d725d6 -->
	- Maximum Sequence Length: 128 tokens
	- Output Dimensionality: 768 tokens
	- Similarity Function: Cosine Similarity
	- Training Datasets:
	- apInc
	- apInd
	<!-- - Language: Unknown -->
	<!-- - License: Unknown -->

	### Model Sources

	- Documentation: [Sentence Transformers Documentation](https://sbert.net)
	- Repository: [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
	- Hugging Face: [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)

	### Full Model Architecture

	```
	SentenceTransformer(
	(0): Transformer({'max_seq_length': 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:

	```bash
	pip install -U sentence-transformers
	```

	Then you can load this model and run inference.
	```python
	from sentence_transformers import SentenceTransformer

	# Download from the 🤗 Hub
	model = SentenceTransformer("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]
	```

	<!--
	### Direct Usage (Transformers)

	<details><summary>Click to see the direct usage in Transformers</summary>

	</details>
	-->

	<!--
	### Downstream Usage (Sentence Transformers)

	You can finetune this model on your own dataset.

	<details><summary>Click to expand</summary>

	</details>
	-->

	<!--
	### Out-of-Scope Use

	List how the model may foreseeably be misused and address what users ought not to do with the model.
	-->

	<!--
	## Bias, Risks and Limitations

	What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.
	-->

	<!--
	### Recommendations

	What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.
	-->

	## Training Details

	### Training Datasets

	#### apInc

	* Dataset: apInc
	* Size: 4,732 training samples
	* Columns: <code>anchor</code>, <code>label</code>, and <code>posIneg</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| anchor \| label \| posIneg \|
	\|:--------\|:-------------------------------------------------------------------------------------\|:------------------------------------------------\|:------------------------------------------------------------------------------------\|
	\| type \| string \| int \| string \|
	\| details \| <ul><li>min: 14 tokens</li><li>mean: 109.09 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>0: ~66.80%</li><li>1: ~33.20%</li></ul> \| <ul><li>min: 8 tokens</li><li>mean: 102.98 tokens</li><li>max: 128 tokens</li></ul> \|
	* Samples:
	\| anchor \| label \| posIneg \|
	\|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:---------------\|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| <code>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.<br>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:<br>I. Nuclear reactor power plants including all auxiliary property on the site; or<br>II. Any other nuclear reactor installation; including laboratories handling radioactive materials in connection with reactor installations; and “critical facilities” as such; or<br>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<br>IV. Installations other than those listed in paragraph (2) III above using substantial quantities of radioactive isotopes or other products of nuclear fission.<br>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<br>(a) where the Reassured does not have knowledge of such nuclear reactor power plant or nuclear installation; or<br>(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.<br>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.<br>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.<br>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.<br>7. The Reassured to be sole judge of what constitutes:<br>(a) substantial quantities; and<br>(b) the extent of installation; plant or site.<br>Note. Without in any way restricting the operation of paragraph (1) hereof; it is understood and agreed that<br>(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;<br>(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.</code> \| <code>0</code> \| <code>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.</code> \|
	\| <code>Downgrading clause ~ ABR1001 (Amended)<br><br>Reinsurer with an S&P Rating<br>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.</code> \| <code>0</code> \| <code>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.</code> \|
	\| <code>Dispute Resolution ~ ABR1004<br>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.</code> \| <code>1</code> \| <code>Brokerage for this Contract is 15.00% of gross ceded premium. No brokerage will be paid on reinstatement premium.</code> \|
	* Loss: [<code>ContrastiveLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastiveloss) with these parameters:
	```json
	{
	"distance_metric": "SiameseDistanceMetric.COSINE_DISTANCE",
	"margin": 0.5,
	"size_average": true
	}
	```

	#### apInd

	* Dataset: apInd
	* Size: 6,232 training samples
	* Columns: <code>anchor</code>, <code>label</code>, and <code>posIneg</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| anchor \| label \| posIneg \|
	\|:--------\|:-----------------------------------------------------------------------------------\|:------------------------------------------------\|:-----------------------------------------------------------------------------------\|
	\| type \| string \| int \| string \|
	\| details \| <ul><li>min: 3 tokens</li><li>mean: 78.01 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>0: ~65.10%</li><li>1: ~34.90%</li></ul> \| <ul><li>min: 4 tokens</li><li>mean: 72.07 tokens</li><li>max: 128 tokens</li></ul> \|
	* Samples:
	\| anchor \| label \| posIneg \|
	\|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:---------------\|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| <code>“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.</code> \| <code>0</code> \| <code>“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.</code> \|
	\| <code>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.</code> \| <code>0</code> \| <code>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.</code> \|
	\| <code>For the purposes of this Paragraph A.; “Earthquake” means earthquake shake and ensuing losses therefrom.</code> \| <code>0</code> \| <code>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.</code> \|
	* Loss: [<code>ContrastiveLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastiveloss) with these parameters:
	```json
	{
	"distance_metric": "SiameseDistanceMetric.COSINE_DISTANCE",
	"margin": 0.5,
	"size_average": true
	}
	```

	### Evaluation Datasets

	#### aac

	* Dataset: aac
	* Size: 100 evaluation samples
	* Columns: <code>anchor</code> and <code>anchor2</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| anchor \| anchor2 \|
	\|:--------\|:-------------------------------------------------------------------------------------\|:-------------------------------------------------------------------------------------\|
	\| type \| string \| string \|
	\| details \| <ul><li>min: 20 tokens</li><li>mean: 104.63 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>min: 20 tokens</li><li>mean: 104.63 tokens</li><li>max: 128 tokens</li></ul> \|
	* Samples:
	\| anchor \| anchor2 \|
	\|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| <code>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.</code> \| <code>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.</code> \|
	\| <code>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.</code> \| <code>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.</code> \|
	\| <code>CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)<br>Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back<br>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:<br>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;<br>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.<br>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.</code> \| <code>CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)<br>Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back<br>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:<br>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;<br>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.<br>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.</code> \|
	* Loss: [<code>ContrastiveTensionLossInBatchNegatives</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastivetensionlossinbatchnegatives)

	#### aad

	* Dataset: aad
	* Size: 100 evaluation samples
	* Columns: <code>anchor</code> and <code>anchor2</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| anchor \| anchor2 \|
	\|:--------\|:-----------------------------------------------------------------------------------\|:-----------------------------------------------------------------------------------\|
	\| type \| string \| string \|
	\| details \| <ul><li>min: 5 tokens</li><li>mean: 70.36 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>min: 5 tokens</li><li>mean: 70.36 tokens</li><li>max: 128 tokens</li></ul> \|
	* Samples:
	\| anchor \| anchor2 \|
	\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| <code>“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.</code> \| <code>“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.</code> \|
	\| <code>“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.</code> \| <code>“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.</code> \|
	\| <code>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.</code> \| <code>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.</code> \|
	* Loss: [<code>ContrastiveTensionLossInBatchNegatives</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastivetensionlossinbatchnegatives)

	#### apc

	* Dataset: apc
	* Size: 100 evaluation samples
	* Columns: <code>anchor</code> and <code>positive</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| anchor \| positive \|
	\|:--------\|:-------------------------------------------------------------------------------------\|:------------------------------------------------------------------------------------\|
	\| type \| string \| string \|
	\| details \| <ul><li>min: 20 tokens</li><li>mean: 104.63 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>min: 20 tokens</li><li>mean: 105.0 tokens</li><li>max: 128 tokens</li></ul> \|
	* Samples:
	\| anchor \| positive \|
	\|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| <code>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.</code> \| <code>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.</code> \|
	\| <code>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.</code> \| <code>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.</code> \|
	\| <code>CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)<br>Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back<br>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:<br>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;<br>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.<br>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.</code> \| <code>CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)<br>Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back<br>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:<br>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;<br>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.<br>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.</code> \|
	* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
	```json
	{
	"scale": 20.0,
	"similarity_fct": "cos_sim"
	}
	```

	#### apd

	* Dataset: apd
	* Size: 100 evaluation samples
	* Columns: <code>anchor</code> and <code>positive</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| anchor \| positive \|
	\|:--------\|:-----------------------------------------------------------------------------------\|:-----------------------------------------------------------------------------------\|
	\| type \| string \| string \|
	\| details \| <ul><li>min: 5 tokens</li><li>mean: 70.36 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>min: 5 tokens</li><li>mean: 74.99 tokens</li><li>max: 128 tokens</li></ul> \|
	* Samples:
	\| anchor \| positive \|
	\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| <code>“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.</code> \| <code>“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.</code> \|
	\| <code>“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.</code> \| <code>“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.</code> \|
	\| <code>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.</code> \| <code>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.</code> \|
	* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
	```json
	{
	"scale": 20.0,
	"similarity_fct": "cos_sim"
	}
	```

	#### apnc

	* Dataset: apnc
	* Size: 100 evaluation samples
	* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| anchor \| positive \| negative \|
	\|:--------\|:-------------------------------------------------------------------------------------\|:-------------------------------------------------------------------------------------\|:-------------------------------------------------------------------------------------\|
	\| type \| string \| string \| string \|
	\| details \| <ul><li>min: 20 tokens</li><li>mean: 104.63 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>min: 20 tokens</li><li>mean: 104.02 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>min: 20 tokens</li><li>mean: 104.06 tokens</li><li>max: 128 tokens</li></ul> \|
	* Samples:
	\| anchor \| positive \| negative \|
	\|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| <code>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.</code> \| <code>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.</code> \| <code>étant toujours entendu que ces assurances ou réassurances excluent les risques d'irradiation et de contamination par des Matières Nucléaires.</code> \|
	\| <code>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.</code> \| <code>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.</code> \| <code>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</code> \|
	\| <code>CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)<br>Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back<br>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:<br>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;<br>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.<br>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.</code> \| <code>CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)<br>Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back<br>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:<br>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;<br>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.<br>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.</code> \| <code>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.</code> \|
	* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
	```json
	{
	"scale": 20.0,
	"similarity_fct": "cos_sim"
	}
	```

	#### apnd

	* Dataset: apnd
	* Size: 100 evaluation samples
	* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| anchor \| positive \| negative \|
	\|:--------\|:-----------------------------------------------------------------------------------\|:-----------------------------------------------------------------------------------\|:-----------------------------------------------------------------------------------\|
	\| type \| string \| string \| string \|
	\| details \| <ul><li>min: 5 tokens</li><li>mean: 70.36 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>min: 5 tokens</li><li>mean: 68.49 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>min: 5 tokens</li><li>mean: 71.32 tokens</li><li>max: 128 tokens</li></ul> \|
	* Samples:
	\| anchor \| positive \| negative \|
	\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| <code>“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.</code> \| <code>“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.</code> \| <code>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.</code> \|
	\| <code>“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.</code> \| <code>“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.</code> \| <code>"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.</code> \|
	\| <code>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.</code> \| <code>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.</code> \| <code>Custom Wholesale Property; except for Large Property U.S.</code> \|
	* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
	```json
	{
	"scale": 20.0,
	"similarity_fct": "cos_sim"
	}
	```

	#### apInc

	* Dataset: apInc
	* Size: 100 evaluation samples
	* Columns: <code>anchor</code>, <code>label</code>, and <code>posIneg</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| anchor \| label \| posIneg \|
	\|:--------\|:-------------------------------------------------------------------------------------\|:------------------------------------------------\|:-------------------------------------------------------------------------------------\|
	\| type \| string \| int \| string \|
	\| details \| <ul><li>min: 20 tokens</li><li>mean: 104.63 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>0: ~70.00%</li><li>1: ~30.00%</li></ul> \| <ul><li>min: 20 tokens</li><li>mean: 100.86 tokens</li><li>max: 128 tokens</li></ul> \|
	* Samples:
	\| anchor \| label \| posIneg \|
	\|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:---------------\|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| <code>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.</code> \| <code>1</code> \| <code>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.</code> \|
	\| <code>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.</code> \| <code>0</code> \| <code>Excluding:<br>(a) All Business derived directly or indirectly from any Pool; Association or Syndicate<br>which maintains its own reinsurance facilities. Captive Insurers or Risk Retention Groups shall not be considered Pools; Associations or Syndicates.<br>(b) Any Pool or Scheme (whether voluntary or mandatory) formed after March 1; 1968 for<br>the purpose of insuring Property whether on a country- wide basis or in respect of<br>designated areas. This exclusion shall not apply to so- called Automobile Insurance<br>Plans or other Pools formed to provide coverage for Automobile Physical Damage;<br>however; any coverage provided by the Ontario; Alberta; New Brunswick and Nova<br>Scotia Risk Sharing Pools shall be excluded hereunder.</code> \|
	\| <code>CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)<br>Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back<br>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:<br>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;<br>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.<br>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.</code> \| <code>0</code> \| <code>13.1 TAXES<br>As applicable<br><br>13.2 GOODS AND SERVICES TAX (GST)<br><br>a. Payments<br>Any amount shown as payable under this Agreement does not include GST and; where applicable; will be<br>calculated with reference to the GST -exclusive premiums payable to the Reinsured by its insureds. In<br>addition to any amount shown as payable; wherever the supplier (whether the Reinsurer or the Reinsured)<br>is liable for GST on that amount; the supplier shall be paid an amount equal to that GST.<br><br>b. Claims<br>The Ultimate Net Loss will be calculated after accounting for any adjustment under the GST legislation to<br>which the Reinsured is entitled on settlement of claims to its insureds or on recoveries from any third<br>parties; and any input tax credit to which they are entitled on acquiring goods or services for the purpose of<br>settlement of a claim.<br><br>This Agreement does not cover any liability that the Reinsured has for GST on any claim payment under<br>this Agreement arising from the Reinsured’s failure to disclose correctly to the Reinsurer its entitlement to an<br>input tax credit for the premium.</code> \|
	* Loss: [<code>ContrastiveLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastiveloss) with these parameters:
	```json
	{
	"distance_metric": "SiameseDistanceMetric.COSINE_DISTANCE",
	"margin": 0.5,
	"size_average": true
	}
	```

	#### apInd

	* Dataset: apInd
	* Size: 100 evaluation samples
	* Columns: <code>anchor</code>, <code>label</code>, and <code>posIneg</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| anchor \| label \| posIneg \|
	\|:--------\|:-----------------------------------------------------------------------------------\|:------------------------------------------------\|:-----------------------------------------------------------------------------------\|
	\| type \| string \| int \| string \|
	\| details \| <ul><li>min: 5 tokens</li><li>mean: 70.36 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>0: ~71.00%</li><li>1: ~29.00%</li></ul> \| <ul><li>min: 5 tokens</li><li>mean: 63.96 tokens</li><li>max: 128 tokens</li></ul> \|
	* Samples:
	\| anchor \| label \| posIneg \|
	\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:---------------\|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| <code>“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.</code> \| <code>0</code> \| <code>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.</code> \|
	\| <code>“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.</code> \| <code>1</code> \| <code>Custom Wholesale Property; except for Large Property U.S.</code> \|
	\| <code>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.</code> \| <code>0</code> \| <code>"Qualified Person" shall have the meaning ascribed to it in paragraph 25.05 of the Commutation Article of this Contract.</code> \|
	* Loss: [<code>ContrastiveLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastiveloss) with these parameters:
	```json
	{
	"distance_metric": "SiameseDistanceMetric.COSINE_DISTANCE",
	"margin": 0.5,
	"size_average": true
	}
	```

	#### sscc

	* Dataset: sscc
	* Size: 100 evaluation samples
	* Columns: <code>sentence</code> and <code>label</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| sentence \| label \|
	\|:--------\|:-------------------------------------------------------------------------------------\|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| type \| string \| int \|
	\| details \| <ul><li>min: 20 tokens</li><li>mean: 104.63 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>1: ~1.00%</li><li>4: ~2.00%</li><li>5: ~3.00%</li><li>11: ~1.00%</li><li>12: ~1.00%</li><li>18: ~1.00%</li><li>19: ~6.00%</li><li>20: ~8.00%</li><li>21: ~3.00%</li><li>30: ~1.00%</li><li>32: ~1.00%</li><li>34: ~1.00%</li><li>45: ~1.00%</li><li>46: ~2.00%</li><li>47: ~2.00%</li><li>50: ~1.00%</li><li>51: ~1.00%</li><li>53: ~4.00%</li><li>65: ~1.00%</li><li>68: ~2.00%</li><li>69: ~1.00%</li><li>74: ~1.00%</li><li>79: ~5.00%</li><li>88: ~1.00%</li><li>89: ~1.00%</li><li>93: ~1.00%</li><li>107: ~3.00%</li><li>115: ~1.00%</li><li>126: ~1.00%</li><li>143: ~1.00%</li><li>150: ~1.00%</li><li>161: ~1.00%</li><li>175: ~1.00%</li><li>202: ~1.00%</li><li>220: ~1.00%</li><li>222: ~1.00%</li><li>227: ~1.00%</li><li>229: ~1.00%</li><li>231: ~1.00%</li><li>232: ~1.00%</li><li>235: ~1.00%</li><li>236: ~1.00%</li><li>251: ~2.00%</li><li>275: ~1.00%</li><li>276: ~1.00%</li><li>296: ~1.00%</li><li>305: ~1.00%</li><li>309: ~1.00%</li><li>314: ~1.00%</li><li>334: ~1.00%</li><li>342: ~1.00%</li><li>368: ~1.00%</li><li>376: ~1.00%</li><li>381: ~1.00%</li><li>400: ~1.00%</li><li>402: ~1.00%</li><li>404: ~1.00%</li><li>419: ~1.00%</li><li>473: ~1.00%</li><li>496: ~1.00%</li><li>547: ~1.00%</li><li>548: ~1.00%</li><li>553: ~1.00%</li><li>585: ~1.00%</li><li>594: ~2.00%</li><li>605: ~1.00%</li><li>606: ~1.00%</li><li>662: ~1.00%</li><li>798: ~1.00%</li></ul> \|
	* Samples:
	\| sentence \| label \|
	\|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:----------------\|
	\| <code>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.</code> \| <code>32</code> \|
	\| <code>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.</code> \| <code>79</code> \|
	\| <code>CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)<br>Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back<br>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:<br>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;<br>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.<br>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.</code> \| <code>88</code> \|
	* Loss: [<code>BatchAllTripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#batchalltripletloss)

	#### sscd

	* Dataset: sscd
	* Size: 100 evaluation samples
	* Columns: <code>sentence</code> and <code>label</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| sentence \| label \|
	\|:--------\|:-----------------------------------------------------------------------------------\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| type \| string \| int \|
	\| details \| <ul><li>min: 5 tokens</li><li>mean: 70.36 tokens</li><li>max: 128 tokens</li></ul> \| <ul><li>1: ~1.00%</li><li>3: ~8.00%</li><li>4: ~1.00%</li><li>5: ~1.00%</li><li>7: ~1.00%</li><li>8: ~2.00%</li><li>19: ~4.00%</li><li>25: ~1.00%</li><li>26: ~2.00%</li><li>29: ~2.00%</li><li>32: ~2.00%</li><li>33: ~2.00%</li><li>34: ~1.00%</li><li>38: ~1.00%</li><li>39: ~1.00%</li><li>54: ~3.00%</li><li>55: ~1.00%</li><li>68: ~1.00%</li><li>78: ~2.00%</li><li>80: ~1.00%</li><li>82: ~1.00%</li><li>84: ~1.00%</li><li>93: ~1.00%</li><li>98: ~1.00%</li><li>120: ~1.00%</li><li>134: ~1.00%</li><li>135: ~1.00%</li><li>143: ~1.00%</li><li>144: ~2.00%</li><li>149: ~1.00%</li><li>154: ~1.00%</li><li>161: ~1.00%</li><li>173: ~1.00%</li><li>180: ~1.00%</li><li>181: ~1.00%</li><li>183: ~2.00%</li><li>206: ~1.00%</li><li>236: ~1.00%</li><li>238: ~1.00%</li><li>239: ~1.00%</li><li>243: ~1.00%</li><li>244: ~1.00%</li><li>256: ~1.00%</li><li>264: ~1.00%</li><li>326: ~1.00%</li><li>361: ~1.00%</li><li>367: ~1.00%</li><li>374: ~1.00%</li><li>377: ~1.00%</li><li>429: ~1.00%</li><li>433: ~1.00%</li><li>443: ~1.00%</li><li>448: ~1.00%</li><li>473: ~1.00%</li><li>488: ~1.00%</li><li>521: ~1.00%</li><li>535: ~1.00%</li><li>556: ~1.00%</li><li>557: ~1.00%</li><li>580: ~1.00%</li><li>589: ~1.00%</li><li>679: ~1.00%</li><li>693: ~1.00%</li><li>797: ~1.00%</li><li>857: ~1.00%</li><li>859: ~1.00%</li><li>871: ~1.00%</li><li>873: ~1.00%</li><li>960: ~1.00%</li><li>979: ~1.00%</li><li>1028: ~1.00%</li><li>1155: ~1.00%</li><li>1209: ~1.00%</li><li>1213: ~1.00%</li><li>1256: ~1.00%</li><li>1297: ~1.00%</li><li>1331: ~1.00%</li><li>1481: ~1.00%</li><li>1528: ~1.00%</li><li>1541: ~1.00%</li></ul> \|
	* Samples:
	\| sentence \| label \|
	\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|:----------------\|
	\| <code>“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.</code> \| <code>4</code> \|
	\| <code>“Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.</code> \| <code>25</code> \|
	\| <code>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.</code> \| <code>7</code> \|
	* Loss: [<code>BatchAllTripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#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
	<details><summary>Click to expand</summary>

	- `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

	</details>

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

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

	#### ContrastiveLoss
	```bibtex
	@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
	```bibtex
	@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}
	}
	```

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