Sentence Similarity
sentence-transformers
Safetensors
xlm-roberta
feature-extraction
Generated from Trainer
dataset_size:10964
loss:BatchAllTripletLoss
loss:MultipleNegativesRankingLoss
loss:CachedMultipleNegativesRankingLoss
loss:DenoisingAutoEncoderLoss
text-embeddings-inference
Inference Endpoints
5 papers
File size: 227,781 Bytes
53a6bb5 |
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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:BatchAllTripletLoss
- loss:MultipleNegativesRankingLoss
- loss:CachedMultipleNegativesRankingLoss
- loss:DenoisingAutoEncoderLoss
widget:
- source_sentence: 'FOLLOW THE FORTUNES
All cessions under this Agreement shall be subject to the same terms and conditions
as binding the Reinsured under the original business; and in all things coming
within the scope of this Agreement the Reinsurers shall; to the extent of their
interest; follow the fortunes of the Reinsured. Payments by the Reinsured to the
Insured where the Reinsured is not liable (i.e. ex gratia payments) shall only
be binding upon the Reinsurer where it’s approval is obtained prior to any payment.'
sentences:
- This Reinsurance shall only protect that circumstances of any business sector
report hereunder which the Reinsured acting in accordance with its establish practices;
retains net profit for it ain write up; and in computing the Ultimate Final loss;
only personnel casualty operating theatre exit in regard of that share of any
original insurance shall be include.
- Clause 28 - Expedite Arbitrement Ampere. Notwithstanding the provision of the
Arbitration Clause; in the event an amount in difference hereunder comprise $
d; 000 operating theatre less as obedience an private Reinsurer; the Society crataegus
laevigata elect to require an expedited arbitrement summons with the purpose of
a unmarried indifferent arbiter.
- FOLLOW THE circumstances All cession nether this Understanding shall represent
dependent to the same damage and atmospheric condition as hold fast the Reinsured
under the original line of work; and in all thing fare within the scope of this
Understanding the Reinsurers shall; to the extent of their pastime; follow the
lot of the Reinsured. Requital by the Reinsured to the Insured person where the
Reinsured be non liable (one. vitamin e. ex gratia payment) shall merely follow
bind upon the Reinsurer where it ’ s blessing be obtained prior to any payment.
- 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:
- 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.
- 'Excluding:
(a) All Business derived directly or indirectly from any Pool; Association or
Syndicate
which maintains its own reinsurance facilities. Captive Insurers or Risk Retention
Groups shall not be considered Pools; Associations or Syndicates.
(b) Any Pool or Scheme (whether voluntary or mandatory) formed after March 1;
1968 for
the purpose of insuring Property whether on a country- wide basis or in respect
of
designated areas. This exclusion shall not apply to so- called Automobile Insurance
Plans or other Pools formed to provide coverage for Automobile Physical Damage;
however; any coverage provided by the Ontario; Alberta; New Brunswick and Nova
Scotia Risk Sharing Pools shall be excluded hereunder.'
- 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: 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.
sentences:
- 'Communicable Disease Exclusion [MASK] to and [MASK] part of AXA GLOBAL RE SA
AND AXA XL US GROUP PROPERTY CATASTROPHE EXCESS OF LOSS 1. [MASK] Reinsurance
[MASK] excludes any loss; damage; liability; claim; cost or expense of whatsoever
[MASK] directly or indirectly [MASK] by; [MASK] to [MASK] [MASK] from; [MASK]
out of; or in connection with any Communicable Disease or the [MASK] or threat
(whether actual or [MASK] of any Communicable Disease. [MASK] the purposes of
this exclusion; loss; damage; liability; claim; cost or [MASK] caused by; contributed
to by; resulting from; arising [MASK] of; or in connection with [MASK] Communicable
Disease shall [MASK] but not be limited to; any loss of market; loss of [MASK]
profit or revenue; or any other business interruption; and any public or [MASK]
authority''s [MASK] of access to or destruction of property in an effort to prevent
the [MASK] of [MASK] Communicable Disease. '
- 'ARTICLE 24 ASSIGNMENT This Contract [MASK] be [MASK] upon and inure to the benefit
of the Company and the [MASK] [MASK] their respective successors and assigns;
provided; [MASK] this Contract [MASK] not be assigned by either the [MASK] or
the Reinsurer [MASK] [MASK] prior written consent of the other which consent may
be withheld by either party in [MASK] sole unfettered discretion. '
- 'A. [MASK] Contract does not cover any loss or damage; whether direct or [MASK]
nor [MASK] clean up cost incurred resulting from [MASK] spill; [MASK] or seepage
of a pollutant/contaminant. B. This exclusion does not [MASK] to loss or damage
to the property insured caused by an insured peril or to expenses covered under
the following [MASK] Removal Clause: 1. “Debris Removal: The Insurer [MASK] [MASK]
the Insured for expenses incurred in the removal from the Insured’s premises of
debris of the [MASK] [MASK] [MASK] by loss or [MASK] to such property; for which
[MASK] or damage insurance is afforded under [MASK] Form. 2. [MASK] Insurer [MASK]
indemnify the Insured [MASK] expenses incurred in the removal of debris or other
property which is not [MASK] by this Form [MASK] which has been blown by windstorm
[MASK] a location specified on the [MASK] Page”. 3. [MASK] removal expense [MASK]
[MASK] be considered in [MASK] determination of actual [MASK] value for [MASK]
purpose of applying the Co-insurance [MASK] C. It is [MASK] that “pollution” or
“contamination” [MASK] not be included as a peril insured under any policy issued
by the Company. '
- 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 [MASK] disputes between the Company [MASK] the Reinsurer [MASK] [MASK]
[MASK] relating to; or concerning [MASK] Contract; whether sounding in contract
or tort and whether [MASK] during or after termination of this Contract; shall
be [MASK] to the decision of a board of [MASK] [MASK] of two arbitrators and an
umpire (“Board”) meeting at a site in the city in which [MASK] principal headquarters
of the Company are located. The arbitration [MASK] be conducted under the Federal
Arbitration Act and shall proceed as set [MASK] below. '
- 'Article 12 - Sanctions: [MASK] the Company nor any Retrocessionaire shall be
liable [MASK] 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 [MASK] trade or [MASK] sanctions; [MASK] or regulations of any jurisdiction
[MASK] to [MASK] Company or [MASK] Retrocessionaire. '
- 'Article 27 - Insolvency A. [MASK] [MASK] will apply severally to each reinsured
[MASK] referenced within the [MASK] of ''Company'' in the Preamble to this Contract.
[MASK] Article and the laws of the domiciliary state will apply in the event of
[MASK] insolvency of [MASK] company [MASK] hereunder. In the event of a conflict
between any provision of this Article and [MASK] laws of the [MASK] state of any
[MASK] covered hereunder; that domiciliary state''s laws will prevail. B. In the
event of the Company''s insolvency; the reinsurance afforded by this Contract
[MASK] be [MASK] by [MASK] [MASK] on the basis of the [MASK] liability under [MASK]
policies reinsured [MASK] diminution because of [MASK] [MASK] insolvency or because
its liquidator; receiver; conservator; or [MASK] successor has [MASK] to pay all
or a portion of any claims; subject however to the right of the Reinsurers to
offset against such [MASK] [MASK] hereunder; any [MASK] that may be payable to
[MASK] by said [MASK] [MASK] in accordance with applicable law. The reinsurance
will be payable by the Reinsurers [MASK] to the [MASK] or to [MASK] liquidator;
receiver; conservator; or statutory successor except (1) where this [MASK] specifically
provides another payee of such reinsurance in the [MASK] of the Company''s insolvency
or (2) [MASK] the Reinsurers; [MASK] [MASK] consent of the direct insured or insureds;
have assumed such policy [MASK] of the Company as direct [MASK] of themselves
to the payees [MASK] such policies in substitution for the Company''s obligation
to such [MASK] C. [MASK] Company''s liquidator; receiver; conservator; or [MASK]
successor will give written notice of the pendency of a claim against the Company
[MASK] the [MASK] reinsured [MASK] a reasonable time after such claim is filed
in the [MASK] [MASK] During the pendency of such [MASK] the Reinsurers [MASK]
investigate said claim and interpose in the proceeding where the claim is to be
adjudicated; at their [MASK] expense; any defense that they may deem available
to [MASK] [MASK] or to its liquidator; receiver; conservator; or [MASK] successor.
The expense thus incurred by the Reinsurers [MASK] be chargeable against the [MASK]
subject to [MASK] approval; as [MASK] of the expense of conservation or liquidation
to [MASK] extent that [MASK] proportionate share of the benefit will accrue to
the Company solely as a [MASK] of [MASK] defense undertaken by the [MASK] [MASK]
two or more Reinsurers [MASK] involved in the [MASK] [MASK] and a [MASK] in [MASK]
elect to interpose defense to such claim; the expense will be apportioned in [MASK]
with the terms of this [MASK] as [MASK] [MASK] [MASK] had been incurred by the
[MASK] '
- 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:
- '" Non - Public Personally Identifiable Info " shall be define as this full term
operating room a similar term make up define in any applicable land; provincial;
territorial dominion; surgery union law. Disclosing or use this data for any purpose
non authorize by applicable police force be expressly forbidden without the anterior
consent of the Caller.'
- xiii. Self - Insurance applicable to incision Ergocalciferol (Eureko Sigorta Type
a. Ş;) of the Hazard detail
- The liability of the Reinsured to compensate Capricorn the goat (Islet of Human
being) Limited world health organization in turn offer a discretional human activity
of indemnity to Goat Mutual Limited ABN two dozen 104 601 194 for the protective
cover set come out of the closet below.
---
# 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 apnc and apnd 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:**
- apnc
- apnd
<!-- - **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_apn_nlpaug-n_sts_1")
# 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.',
'The liability of the Reinsured to compensate Capricorn the goat (Islet of Human being) Limited world health organization in turn offer a discretional human activity of indemnity to Goat Mutual Limited ABN two dozen 104 601 194 for the protective cover set come out of the closet below.',
'" Non - Public Personally Identifiable Info " shall be define as this full term operating room a similar term make up define in any applicable land; provincial; territorial dominion; surgery union law. Disclosing or use this data for any purpose non authorize by applicable police force be expressly forbidden without the anterior consent of the Caller.',
]
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
#### apnc
* Dataset: apnc
* Size: 4,732 training 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: 14 tokens</li><li>mean: 109.09 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 14 tokens</li><li>mean: 109.09 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 104.08 tokens</li><li>max: 128 tokens</li></ul> |
* Samples:
| anchor | positive | negative |
|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <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>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>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>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>Communicable disease clause - LMA 5394<br>1. Notwithstanding any provision to the contrary within this reinsurance agreement; 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 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.<br>2. As used herein; a Communicable Disease means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: 2.1. 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 2.2. 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 2.3. 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>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>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>Brokerage for this Contract is 15.00% of gross ceded premium. No brokerage will be paid on reinstatement premium.</code> |
* Loss: [<code>CachedMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters:
```json
{
"scale": 20.0,
"similarity_fct": "cos_sim"
}
```
#### apnd
* Dataset: apnd
* Size: 6,232 training 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: 3 tokens</li><li>mean: 78.01 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 3 tokens</li><li>mean: 78.01 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 74.13 tokens</li><li>max: 128 tokens</li></ul> |
* Samples:
| anchor | positive | negative |
|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <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>“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>'Insurance Compensation' shall mean any compensation; interest or Allocated Expenses paid or payable by the Reinsured in respect of any loss occurrence under Policies covered under this Agreement.</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>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>‘Contingency policies’ means contracts of contingency insurance unless: a) written as an integral component of General Cover or b) the subject of a binding written commitment on or before 31 December 2018 and incepting or renewing on or before 31 March 2019.</code> |
| <code>For the purposes of this Paragraph A.; “Earthquake” means earthquake shake and ensuing losses therefrom.</code> | <code>For the purposes of this Paragraph A.; “Earthquake” means earthquake shake and ensuing losses therefrom.</code> | <code>Means any programme code; programming instruction or other set of instructions intentionally constructed with the ability to damage; interfere with or otherwise adversely affect computer programmes; data files or operations (whether involving self-replication or not); including but not limited to “Virus;” “Trojan Horses;” “Worms;” “Logic Bombs;” or “Denial of Service Attack.”</code> |
* Loss: [<code>CachedMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters:
```json
{
"scale": 20.0,
"similarity_fct": "cos_sim"
}
```
### Evaluation Datasets
#### 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)
#### mlmc
* Dataset: mlmc
* 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: 22 tokens</li><li>mean: 112.7 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 - [MASK] 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 [MASK] payable hereon (as [MASK] under [MASK] 4371 of the [MASK] Revenue Code) to [MASK] 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 [MASK] Reinsurance Contract; this Reinsurance Contract excludes [MASK] loss; damage; liability; [MASK] cost or expense of whatsoever nature; directly or indirectly [MASK] by; [MASK] to by; [MASK] from; arising out of; or in connection with a [MASK] Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing [MASK] or in any [MASK] 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 [MASK] (PROPERTY TREATY REINSURANCE) Based on [MASK] [MASK] - Amended to clarify [MASK] of coverage in the [MASK] 1. [MASK] any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; [MASK] cost or expense of whatsoever nature [MASK] or indirectly caused by; contributed to by; resulting from; arising out of or in connection with: 1.1 any loss of; alteration of; or damage to or a reduction in [MASK] functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2; [MASK] any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the [MASK] of [MASK] [MASK] 2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement [MASK] cover physical [MASK] to property insured under the original policies and any Time Element [MASK] directly resulting therefrom where such physical damage is directly occasioned by a [MASK] [MASK] 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"
}
```
#### mlmd
* Dataset: mlmd
* 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: 78.55 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 [MASK] of [MASK] [MASK] or agent from any organism to another organism where: a. the substance or agent includes; [MASK] is not [MASK] to; a virus; bacterium; parasite or other [MASK] or [MASK] variation thereof; whether deemed living or [MASK] and b. the method of transmission; [MASK] direct or indirect; includes [MASK] is not [MASK] to; airborne transmission; bodily fluid transmission; transmission from or to any [MASK] or object; solid; liquid or gas or between organisms; [MASK] c. the [MASK] substance or agent can cause or threaten damage to human health or human [MASK] or can cause or [MASK] damage to; deterioration of; loss of value of; marketability of or [MASK] 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; [MASK] conditioning; processing; reprocessing; use; [MASK] [MASK] 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>[MASK] information; facts; concepts; [MASK] or any other information of any kind [MASK] is recorded or transmitted in a [MASK] 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: 104.63 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 | 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>ARTICLE XXXII NON-ASSIGNABILITY A. The Reinsurer shall not reinsure or otherwise assign or transfer its entire liability or obligations under this Contract without the Company’s prior written consent. B. The Reinsurer shall not transfer its claims-paying authority under this Contract to an unaffiliated entity or in any other way assign its interests or delegate its obligations under this Contract to an unaffiliated entity without the Company’s prior written consent. Notwithstanding the foregoing; the transfer of claims-paying authority or administration to a third party; where the subscribing reinsurer maintains control over claims settlement decisions; will not constitute a transfer of its claims-paying authority for purposes of this subparagraph.</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>The obligations and duties of a Subscribing Reinsurer under this Contract shall not be assigned <br>to or assumed by another reinsurer without the prior written consent of the Company.</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>The Reinsurer agrees not to disclose any Confidential Information which it may acquire in connection with this Contract; except: 1. To its professional advisors; auditors; attorneys; and other consultants on a need-to-know basis; 2. To any of its affiliates and to the directors; officers; employees; professional advisors; auditors; attorneys; and other consultants of such affiliates on a need-to-know basis; 3. To any other party to whom such disclosure is necessary for the Reinsurer to enforce its rights hereunder; 4. To any party from whom the Reinsurer is seeking or from whom the Reinsurer has obtained reinsurance as long as the disclosing party is under a similar obligation of confidentiality as the Reinsurer is under this Article; 5. When required for the Reinsurer's internal operations. Further; the Reinsurer agrees not to use any Confidential Information for any purpose not related to the performance of its obligations or enforcement of its rights under this Contract. Notwithstanding the above; in the event that the Reinsurer is required by court order; other legal process or any regulatory authority to release or disclose any or all of the Confidential Information; the Reinsurer agrees to provide the Company with written notice of same at least 10 days prior to such release or disclosure and to use its best efforts to assist the Company in maintaining the confidentiality provided for in this Article. The provisions of this Article shall apply to renewal information provided to the Reinsurer by the Company prior to or upon the expiration or termination of this Contract.</code> |
* Loss: [<code>CachedMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) 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: 70.36 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 71.3 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>shall be defined as the sum of all losses directly occasioned by any one disaster; accident or loss or series of disasters; accidents or losses arising out of one event. The duration and extent of any one Loss Occurrence will be limited to all individual losses sustained by the Company occurring during any period of 168 consecutive hours (except as otherwise provided below) arising out of and directly occasioned by the same event except that the term Loss Occurrence will be further defined as follows: 1. As regards windstorm; hail; tornado; including ensuing collapse and water damage; all individual losses sustained by the Company occurring during any period of 168 consecutive hours arising out of and directly occasioned by the same event. Notwithstanding the foregoing; as respects Named Storm only; the period of consecutive hours applicable to such Named Storm may be extended beyond 168 hours in accordance with the provisions of paragraph E below. 2. As regards riot; riot attending a strike; civil commotion; vandalism and malicious mischief; all individual losses sustained by the Company occurring during any period of 96 consecutive hours arising out of and directly occasioned by the same event. The maximum duration of 96 consecutive hours may be extended in respect of individual losses which occur beyond such 96 consecutive hours during the continued occupation of an insured’s premises by strikers or locked-out workers; provided such occupation commenced during the aforesaid period. 3. As regards earthquake (the epicenter of which need not necessarily be within the territorial confines referred to in the Territory Article) and fire following directly occasioned by the earthquake; only those earthquake losses and individual fire losses which commence during the period of 168 consecutive hours may be included in any one Loss Occurrence. 4. As regards freezing; frost; ice; snow; sleet; including weight of snow; ice or sleet; collapse of buildings; breakage of glass and water damage (caused by bursting of frozen pipes and tanks or freezing and/or melting snow or sleet; including but not limited to ice dams); as well as other perils; all individual losses sustained by the Company occurring during any period of 72 consecutive hours arising out of and directly occasioned by the same event.</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>“Contract” shall be understood to mean “Contract;” “Policy” or whatever other term is used to designate the attached reinsurance document.</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>13. Self-Insurance applicable to section D (Eureko Sigorta A.Ş;) of the Risk details</code> |
* Loss: [<code>CachedMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters:
```json
{
"scale": 20.0,
"similarity_fct": "cos_sim"
}
```
#### nlpaug_sc
* Dataset: nlpaug_sc
* Size: 100 evaluation samples
* Columns: <code>sentence1</code>, <code>label</code>, and <code>sentence2</code>
* Approximate statistics based on the first 1000 samples:
| | sentence1 | label | sentence2 |
|:--------|:-------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| 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>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> | <ul><li>min: 21 tokens</li><li>mean: 110.01 tokens</li><li>max: 128 tokens</li></ul> |
* Samples:
| sentence1 | label | sentence2 |
|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <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>Clause 26 - Federal Excise tax Taxation (BRMA 17D) A. The Reinsurer have agreed to take into account for the use of paying the Fed Excise tax Revenue enhancement the applicable part of the agio collectable hereon (as levy under Subdivision 4371 of the Internal Gross Code) to the extent such agiotage be open to the Federal Excise tax Taxation.</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>Notwithstanding any proviso to the opposite within this Reinsurance Contract; this Reinsurance Contract bridge shut any passing; damage; indebtedness; claim; cost or disbursement of any nature; immediately beaver state indirectly stimulate by; give to by; result from; get up forbidden of; or in connection with a Contagious Disease or the fright operating theatre terror (whether actual or perceive) of a Catching Disease regardless of any other cause operating theater result lend at the same time operating theatre in any early succession 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>88</code> | <code>CYBER release express EXCLUSION article (prop pact REINSURANCE) Based on LMA 5410 - Amended to clarify consistency of coverage in the write - rearwards one. Notwithstanding any provision to the reverse within this reinsurance accord operating theater any endorsement thereto; this reinsurance concord exclude all red ink; legal injury; liability; cost or disbursal of whatever nature directly surgery indirectly get by; contributed to by; result from; spring up prohibited of operating theatre in connecter with: unity. ace any loss of; alteration of; operating theatre damage to operating theatre a reduction in the functionality; availability or operation of a Calculator Organisation; unless content to the victuals of paragraph two; 1. two any loss of use; diminution in functionality; repair; substitute; restoration beaver state breeding of any Datum; include any measure pertaining to the note value of such Data point. 2. Dependent to the early full term; status and exclusion contain in this reinsurance concord; this reinsurance understanding testament handle strong arm harm to attribute insured nether the original policy and any Clock time Chemical element Going directly resulting therefrom where such physical damage be straight occasion by a peril other than overlay 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"
}
```
#### nlpaug_sd
* Dataset: nlpaug_sd
* Size: 100 evaluation samples
* Columns: <code>sentence1</code>, <code>label</code>, and <code>sentence2</code>
* Approximate statistics based on the first 1000 samples:
| | sentence1 | label | sentence2 |
|:--------|:-----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
| 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>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> | <ul><li>min: 5 tokens</li><li>mean: 75.49 tokens</li><li>max: 128 tokens</li></ul> |
* Samples:
| sentence1 | label | sentence2 |
|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <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>“ Communicable Disease ” intend any disease which tin be transmit by way of any inwardness or factor from any being to another being where: a. the center beaver state agent include; but is non limited to; a virus; bacteria; sponger beaver state former being oregon any variance thereof; whether deemed living operating theater not; and b. the method of transmission; whether direct operating room indirect; includes only be non special to; airborne transmission; bodily fluid transmission system; transmittal from or to any surface or object; solid; liquid operating theatre gas beaver state between organism; and c. the disease; meaning surgery broker can cause or jeopardise scathe to human wellness operating room human eudaimonia or potty stimulate surgery peril harm to; declension of; passing of time value of; marketability of or going of use of holding.</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>“ Product; Use operating room Storage of Nuclear Cloth ” imply the product; manufacture; enrichment; conditioning; processing; reprocessing; economic consumption; computer storage; handling and administration of Nuclear Fabric.</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> | <code>mean value info; facts; conception; code beaver state any former information of any kind that is put down beaver state transmit in a contour to follow used; get at; sue; broadcast operating theatre store by a Computer Organisation.</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"
}
```
#### nlpaug_nc
* Dataset: nlpaug_nc
* Size: 100 evaluation samples
* Columns: <code>original_sentence</code> and <code>damaged_sentence</code>
* Approximate statistics based on the first 1000 samples:
| | original_sentence | damaged_sentence |
|:--------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| 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: 24 tokens</li><li>mean: 112.69 tokens</li><li>max: 128 tokens</li></ul> |
* Samples:
| original_sentence | damaged_sentence |
|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <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>Articel 26rd - Federal Excise Tax (17D BRMA) At. There Reinsurer hat agreeded to phone allown tha pupose of pay thre Federal Excise Tax applicable tho porcentage tte ok premiun payable hereon (als imposed ander 4371 Section on Internal ttt Code Revenue) ta extend thes souch premiun i ' ts subjekt thye ton Excise Federal 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>Notwhitstanding eany prevision so [[ th contraty whit tus Reinsurance Contract; theis Reinsurance ani Contract excludes lose; demage; libility clam; ; coasts on expense fot whatsoever natural; dirctly or indirectly coused by; contributed tm by; resulting; from arising cult oh; oe nin connection mit a Disease Communicable or the ot fear threat (actuel wether ora perceived) and af Communicable Disease [regardles [jf eany oth cuse nor evet contributing concurrently os in orhers andy senquency 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) Besed om LMA 5410 - Amended to clarfy consistency of coverage ein thar write - 10 hack. Notwithstanding anny prevision tm the contrary withim ths reinsurance ageement ore an endorsement thereto; htis reinsurance agrement excludes alll lose; dammage; libility; costs expence ore of whatsoever direectly hature ore coused indirectly yb; contributed to bye; resulting from; arising oud f or yn connection vith: 1 1. andy lose ofo; alteration off or; demage tou ore g reduction ii thre functionality; availability or operation ol and Sistem Camputer; unless subgect t ghe provisions of praghraph Two; l. two any lose oft use; réductions int functionality; repear; relacement; restortion ow reproduction of anny Date; incluses eny amouth pertaining o tie vlue of such Data. Two. por Subjekt tne anoter therms; condicions ah exclusions contain in this reinsurance agretment; thous reinsurance agrement weill cover physiscal so demage propertie insured under rthe original polices many ve Time Element Loss directly resulting therefrom wher cush physiscal dammage ist dircetly occasioned bye! I perfil othervise convered hereunder.</code> |
* Loss: [<code>DenoisingAutoEncoderLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#denoisingautoencoderloss)
#### nlpaug_nd
* Dataset: nlpaug_nd
* Size: 100 evaluation samples
* Columns: <code>original_sentence</code> and <code>damaged_sentence</code>
* Approximate statistics based on the first 1000 samples:
| | original_sentence | damaged_sentence |
|:--------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
| 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: 79.57 tokens</li><li>max: 128 tokens</li></ul> |
* Samples:
| original_sentence | damaged_sentence |
|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <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 ” meen an disease wich bee kan transmitted ba means of any substance or agen from any organism to anoter organism wehre: e. the substance ou aggent incudes; bu nat is limitid to; de virus; bacterium; ore parasite over organism ore eny variation; thereof whether leving deemed on note; & be. thirty method fot transmition; wheter direkt o inderect; incudes hut is hot limited; ot airborne transmition; bodily fluent transmition; transmition froö ar tio anny surface oir objet; solid; liquid gaz or our between organisms; An c. teh disiase; substance on agen can casuse oder threaten trto damege human ' s halth human ar welfare o cae casuse ora threaten damage so; deterioration of; lose iof vaule; ow marketability of og lose for used of properly.</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>Produtccion “; Ues os Storage jf Material Nuclear meens ” prodoction tje; ; manufactory enrichments; condicioning procession; reprocessing; ; used; storage; anh disposal hadling Nuclear oof 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>mean ' s; fascts información; concepts; cod og any othen informtion od any kind thas is recored oe is transmitted. .. . am from tou; b accessed used; processed; e transmitted stored a Sistem bye Camputer.</code> |
* Loss: [<code>DenoisingAutoEncoderLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#denoisingautoencoderloss)
### 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 | nlpaug nd loss | sscd loss | apnd loss | nlpaug sd loss | mlmd loss | apnc loss | nlpaug sc loss | nlpaug nc loss | sscc loss | mlmc loss |
|:------:|:----:|:-------------:|:--------------:|:---------:|:---------:|:--------------:|:---------:|:---------:|:--------------:|:--------------:|:---------:|:---------:|
| 0.7289 | 500 | 0.0051 | 14.4259 | 2.9372 | 0.0902 | 0.0332 | 0.0400 | 0.0868 | 0.1125 | 14.2333 | 3.7498 | 0.0555 |
| 1.4577 | 1000 | 0.0026 | 14.7364 | 3.0304 | 0.0903 | 0.0463 | 0.0424 | 0.0839 | 0.0816 | 14.1892 | 3.8650 | 0.0144 |
| 2.1866 | 1500 | 0.002 | 14.6684 | 3.0616 | 0.0902 | 0.1401 | 0.0906 | 0.0832 | 0.2588 | 14.2545 | 3.9838 | 0.1181 |
| 2.9155 | 2000 | 0.0018 | 14.3551 | 3.0837 | 0.0902 | 0.0652 | 0.1036 | 0.0832 | 0.1039 | 14.2054 | 3.8913 | 0.1173 |
| 3.6443 | 2500 | 0.0019 | 14.5060 | 3.0177 | 0.0902 | 0.0925 | 0.0547 | 0.0836 | 0.1175 | 14.2132 | 3.8456 | 0.0521 |
| 4.3732 | 3000 | 0.0019 | 14.4364 | 2.9806 | 0.0903 | 0.0517 | 0.0260 | 0.0839 | 0.1404 | 14.1839 | 3.8178 | 0.0215 |
| 5.1020 | 3500 | 0.0018 | 14.2531 | 3.0619 | 0.0902 | 0.0472 | 0.0625 | 0.0833 | 0.1900 | 14.2227 | 3.8941 | 0.0709 |
| 5.8309 | 4000 | 0.0018 | 14.3050 | 3.0309 | 0.0902 | 0.1227 | 0.1775 | 0.0832 | 0.2143 | 14.2053 | 3.9431 | 0.1415 |
| 6.5598 | 4500 | 0.0019 | 14.5205 | 3.1081 | 0.0903 | 0.0760 | 0.1727 | 0.0832 | 0.1413 | 14.2192 | 3.9946 | 0.1322 |
| 7.2886 | 5000 | 0.0018 | 14.3227 | 3.0651 | 0.0905 | 0.0362 | 0.1260 | 0.0833 | 0.1881 | 14.2356 | 3.9381 | 0.1587 |
| 8.0175 | 5500 | 0.0017 | 14.3073 | 3.0704 | 0.0902 | 0.0131 | 0.0890 | 0.0832 | 0.1410 | 14.1994 | 3.9102 | 0.0737 |
| 8.7464 | 6000 | 0.0022 | 14.2768 | 3.0814 | 0.0903 | 0.0410 | 0.1459 | 0.0832 | 0.1533 | 14.2219 | 3.8780 | 0.0942 |
| 9.4752 | 6500 | 0.0016 | 14.2631 | 3.1006 | 0.0903 | 0.0666 | 0.1830 | 0.0832 | 0.1553 | 14.2228 | 3.8904 | 0.1008 |
### 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",
}
```
#### 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}
}
```
#### 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}
}
```
#### CachedMultipleNegativesRankingLoss
```bibtex
@misc{gao2021scaling,
title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup},
author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan},
year={2021},
eprint={2101.06983},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
```
#### DenoisingAutoEncoderLoss
```bibtex
@inproceedings{wang-2021-TSDAE,
title = "TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding Learning",
author = "Wang, Kexin and Reimers, Nils and Gurevych, Iryna",
booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2021",
month = nov,
year = "2021",
address = "Punta Cana, Dominican Republic",
publisher = "Association for Computational Linguistics",
pages = "671--688",
url = "https://arxiv.org/abs/2104.06979",
}
```
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