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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:2481
- loss:BatchAllTripletLoss
- loss:MultipleNegativesRankingLoss
- loss:CachedMultipleNegativesRankingLoss
widget:
- source_sentence: 'Territorial Scope: Worldwide'
sentences:
- 'La definizione di Rischio è riportata in APPENDICE. '
- 'The total sum actually paid or payable by the [MASK] in settlement of [MASK]
(excluding [MASK] in [MASK] of [MASK] [MASK] Extra Contractual Obligations [MASK]
Loss Adjustment [MASK] as [MASK] defined) paid or payable by [MASK] Company in
settlement of claims and in satisfaction of [MASK] [MASK] on account of such claims
[MASK] deduction of all [MASK] [MASK] recoveries and [MASK] [MASK] on inuring
reinsurance; whether [MASK] or [MASK] Nothing herein shall be construed to mean
that [MASK] under this Contract are not recoverable until the Ultimate [MASK]
Loss has been ascertained. '
- 'Territorial Scope: Worldwide '
- 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: '"Special Circumstance Subscribing Reinsurer" as used herein will
mean a Subscribing Reinsurer that experiences one or more of the circumstances
set forth in paragraph A of the Special Termination Article.'
sentences:
- “Net Loss” as used in this Agreement shall mean (1) the sum or sums paid or scheduled
to be paid by the Company for which it is liable; under Policies reinsured hereunder;
including; (2) any Loss Adjustment Expense which erodes part of the Policy limits
under the Company’s Policies; after deduction of all salvage and all recoveries
(including recoveries of all claims on inuring insurance or reinsurance; whether
collectible or not). In the event that the Company has no obligation to make an
indemnity payment in connection with a declaratory judgment action; the Company’s
Declaratory Judgment Expense as defined herein shall be treated as Net Loss and
shall be recoverable hereunder subject to the applicable limits of this Agreement.
All recoveries; payments and reversals or reductions of verdicts or judgments
whether recovered; received or obtained prior or subsequent to loss settlement
under this Agreement; including amounts recoverable under other reinsurance whether
collected or not; shall be applied as if recovered; received or obtained prior
to the aforesaid settlement and shall be deducted from the actual losses sustained
to arrive at the amount of the Net Loss. Nothing herein shall be construed to
mean that losses under this Agreement are not recoverable until the Company’s
final Net Loss has been ascertained.
- The term “Total Insurable Value” shall mean the overall combined amount composed
of the total full values (whether insured or not) for all buildings and contents
and total sums insured for Business Interruption and/or Extra Expenses for an
individual company or group of companies for exposures in which the Reinsured
is involved or whose existence and/or whose insurable values are known to the
Reinsured at the inception of such Policies.
- NAIC Code 10759
- source_sentence: Custom Wholesale Property; except for Large Property U.S.
sentences:
- exceeds the amount of the Affiliated Companies’ aggregate Insured Loss; this excess
shall be the “Excess Amount(s)”.
- 'In lieu of the provisions of subparagraph 16 of paragraph A of Article 5 - Exclusions
- the following shall apply: ''16. Loss or liability excluded by the Limited communicable
disease exclusion(Property Treaty Reinsurance) attached to and forming part of
this Contract.'''
- La definizione di Rischio è riportata in APPENDICE.
- source_sentence: ARTICLE 33 – FOREIGN ACCOUNT TAX COMPLIANCE ACT (FATCA) A. At inception
of this Contract; but in no event later than five (5) business days prior to the
first premium payment hereunder; the Reinsurer shall provide to the Company or
its Intermediary such documentation required under FATCA that confirms that the
Reinsurer is not subject to FATCA withholding.
sentences:
- A. This Article applies only to those Subscribing Reinsurers not domiciled in
the United States of America; and/or not authorized in any state; territory and/or
district of the United States of America where authorization is required by insurance
regulatory authorities.
- 'This Article applies: only to the extent a Subscribing Reinsurer does not qualify
for credit with any insurance regulatory authority having jurisdiction over the
Company’s reserves; or. The Subscribing Reinsurer(s) shall promptly notify the
Company of any event or change or condition that will reasonably result in any
event that may result in the Company being unable to obtain full statutory financial
statement credit for the reinsurance provided under this Contract in any applicable
United States jurisdiction at any point in time during the term of this Contract.'
- ARTICLE 33 – FOREIGN ACCOUNT TAX COMPLIANCE ACT (FATCA) A. At inception of this
Contract; but in no event later than five (5) business days prior to the first
premium payment hereunder; the Reinsurer shall provide to the Company or its Intermediary
such documentation required under FATCA that confirms that the Reinsurer is not
subject to FATCA withholding.
---
# 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_sts_0.8")
# Run inference
sentences = [
'ARTICLE 33 – FOREIGN ACCOUNT TAX COMPLIANCE ACT (FATCA) A. At inception of this Contract; but in no event later than five (5) business days prior to the first premium payment hereunder; the Reinsurer shall provide to the Company or its Intermediary such documentation required under FATCA that confirms that the Reinsurer is not subject to FATCA withholding.',
'ARTICLE 33 – FOREIGN ACCOUNT TAX COMPLIANCE ACT (FATCA) A. At inception of this Contract; but in no event later than five (5) business days prior to the first premium payment hereunder; the Reinsurer shall provide to the Company or its Intermediary such documentation required under FATCA that confirms that the Reinsurer is not subject to FATCA withholding.',
'A. This Article applies only to those Subscribing Reinsurers not domiciled in the United States of America; and/or not authorized in any state; territory and/or district of the United States of America where authorization is required by insurance regulatory authorities.',
]
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: 635 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: 4 tokens</li><li>mean: 94.86 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 94.86 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 105.14 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: 1,846 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: 62.84 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 3 tokens</li><li>mean: 62.84 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 73.05 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"
}
```
### 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 | mlmd loss | sscc loss | apnd loss | mlmc loss | apnc loss | sscd loss |
|:------:|:----:|:-------------:|:---------:|:---------:|:---------:|:---------:|:---------:|:---------:|
| 3.2051 | 500 | 0.0016 | 0.0480 | 3.8732 | 0.0902 | 0.0331 | 0.0847 | 3.0775 |
| 6.4103 | 1000 | 0.0013 | 0.0411 | 3.7545 | 0.0902 | 0.0346 | 0.0862 | 3.0353 |
| 9.6154 | 1500 | 0.001 | 0.0390 | 3.8221 | 0.0902 | 0.0162 | 0.0839 | 3.0140 |
### 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}
}
```
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