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SentenceTransformer based on intfloat/multilingual-e5-base

This is a sentence-transformers model finetuned from intfloat/multilingual-e5-base on the aacla, apncla, apIncla, ssccla, aadef, apndef, apIndef, sscdef, aacuad, apncuad, apIncuad and ssccuad 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: intfloat/multilingual-e5-base
  • Maximum Sequence Length: 128 tokens
  • Output Dimensionality: 768 tokens
  • Similarity Function: Cosine Similarity
  • Training Datasets:
    • aacla
    • apncla
    • apIncla
    • ssccla
    • aadef
    • apndef
    • apIndef
    • sscdef
    • aacuad
    • apncuad
    • apIncuad
    • ssccuad

Model Sources

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})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("Anakeen/multilingual-e5-base_tasks_wIo_ap_aug_none_synt_0_sts_0.8_ctxl_128")
# Run inference
sentences = [
    'Named Storm; as defined in paragraph C of the Definitions Article of the Contract.',
    'Named Storm; as defined in paragraph C of the Definitions Article of the Contract.',
    '"Non-Public Personally Identifiable Information" shall be defined as this term or a similar term is defined in any applicable state; provincial; territory; or federal law.  Disclosing or using this information for any purpose not authorized by applicable law is expressly forbidden without the prior consent of the Company.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

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

Training Details

Training Datasets

aacla

  • Dataset: aacla
  • Size: 635 training samples
  • Columns: anchor and anchor2
  • Approximate statistics based on the first 1000 samples:
    anchor anchor2
    type string string
    details
    • min: 4 tokens
    • mean: 94.86 tokens
    • max: 128 tokens
    • min: 4 tokens
    • mean: 94.86 tokens
    • max: 128 tokens
  • Samples:
    anchor anchor2
    1. This Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any Pool of Insurers or Reinsurers formed for the purpose of covering Atomic or Nuclear Energy risks.
    2. Without in any way restricting the operation of paragraph (1) of this Clause; this Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any insurance against Physical Damage (including business interruption or consequential loss arising out of such Physical Damage) to:
    I. Nuclear reactor power plants including all auxiliary property on the site; or
    II. Any other nuclear reactor installation; including laboratories handling radioactive materials in connection with reactor installations; and “critical facilities” as such; or
    III. Installations for fabricating complete fuel elements or for processing substantial quantities of “special nuclear material;” and for reprocessing; salvaging; chemically separating; storing or disposing of “spent” nuclear fuel or waste materials; or
    IV. Installations other than those listed in paragraph (2) III above using substantial quantities of radioactive isotopes or other products of nuclear fission.
    3. Without in any way restricting the operations of paragraphs (1) and (2) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; from any insurance on property which is on the same site as a nuclear reactor power plant or other nuclear installation and which normally would be insured therewith except that this paragraph (3) shall not operate
    (a) where the Reassured does not have knowledge of such nuclear reactor power plant or nuclear installation; or
    (b) where said insurance contains a provision excluding coverage for damage to property caused by or resulting from radioactive contamination; however caused. However on and after 1st January 1960 this sub-paragraph (b) shall only apply provided the said radioactive contamination exclusion provision has been approved by the Governmental Authority having jurisdiction thereof.
    4. Without in any way restricting the operations of paragraphs (1); (2) and (3) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; when such radioactive contamination is a named hazard specifically insured against.
    5. It is understood and agreed that this Clause shall not extend to risks using radioactive isotopes in any form where the nuclear exposure is not considered by the Reassured to be the primary hazard.
    6. The term “special nuclear material” shall have the meaning given it in the Atomic Energy Act of 1954 or by any law amendatory thereof.
    7. The Reassured to be sole judge of what constitutes:
    (a) substantial quantities; and
    (b) the extent of installation; plant or site.
    Note. Without in any way restricting the operation of paragraph (1) hereof; it is understood and agreed that
    (a) all policies issued by the Reassured on or before 31st December 1957 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply;
    (b) with respect to any risk located in Canada policies issued by the Reassured on or before 31st December 1958 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply.
    1. This Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any Pool of Insurers or Reinsurers formed for the purpose of covering Atomic or Nuclear Energy risks.
    2. Without in any way restricting the operation of paragraph (1) of this Clause; this Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any insurance against Physical Damage (including business interruption or consequential loss arising out of such Physical Damage) to:
    I. Nuclear reactor power plants including all auxiliary property on the site; or
    II. Any other nuclear reactor installation; including laboratories handling radioactive materials in connection with reactor installations; and “critical facilities” as such; or
    III. Installations for fabricating complete fuel elements or for processing substantial quantities of “special nuclear material;” and for reprocessing; salvaging; chemically separating; storing or disposing of “spent” nuclear fuel or waste materials; or
    IV. Installations other than those listed in paragraph (2) III above using substantial quantities of radioactive isotopes or other products of nuclear fission.
    3. Without in any way restricting the operations of paragraphs (1) and (2) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; from any insurance on property which is on the same site as a nuclear reactor power plant or other nuclear installation and which normally would be insured therewith except that this paragraph (3) shall not operate
    (a) where the Reassured does not have knowledge of such nuclear reactor power plant or nuclear installation; or
    (b) where said insurance contains a provision excluding coverage for damage to property caused by or resulting from radioactive contamination; however caused. However on and after 1st January 1960 this sub-paragraph (b) shall only apply provided the said radioactive contamination exclusion provision has been approved by the Governmental Authority having jurisdiction thereof.
    4. Without in any way restricting the operations of paragraphs (1); (2) and (3) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; when such radioactive contamination is a named hazard specifically insured against.
    5. It is understood and agreed that this Clause shall not extend to risks using radioactive isotopes in any form where the nuclear exposure is not considered by the Reassured to be the primary hazard.
    6. The term “special nuclear material” shall have the meaning given it in the Atomic Energy Act of 1954 or by any law amendatory thereof.
    7. The Reassured to be sole judge of what constitutes:
    (a) substantial quantities; and
    (b) the extent of installation; plant or site.
    Note. Without in any way restricting the operation of paragraph (1) hereof; it is understood and agreed that
    (a) all policies issued by the Reassured on or before 31st December 1957 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply;
    (b) with respect to any risk located in Canada policies issued by the Reassured on or before 31st December 1958 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply.
    Downgrading clause ~ ABR1001 (Amended)

    Reinsurer with an S&P Rating
    Unless otherwise agreed by the Reinsured; the Reinsurer shall at all times during the Period of this Contract maintain an Insurer Financial Strength (IFS) rating from Standard & Poor's Rating Group of 55 Water Street; New York; NY 10041; USA ("S&P") equal to or greater than a rating of A minus as applied by S&P to that Reinsurer.
    Downgrading clause ~ ABR1001 (Amended)

    Reinsurer with an S&P Rating
    Unless otherwise agreed by the Reinsured; the Reinsurer shall at all times during the Period of this Contract maintain an Insurer Financial Strength (IFS) rating from Standard & Poor's Rating Group of 55 Water Street; New York; NY 10041; USA ("S&P") equal to or greater than a rating of A minus as applied by S&P to that Reinsurer.
    Dispute Resolution ~ ABR1004
    Where any dispute or difference between the parties arising out of or in connection with this Contract; including formation and validity and whether arising during or after the period of this Contract; has not been settled through negotiation; both parties agree to try in good faith to settle such dispute by non- binding mediation; before resorting to arbitration in the manner set out below.
    Dispute Resolution ~ ABR1004
    Where any dispute or difference between the parties arising out of or in connection with this Contract; including formation and validity and whether arising during or after the period of this Contract; has not been settled through negotiation; both parties agree to try in good faith to settle such dispute by non- binding mediation; before resorting to arbitration in the manner set out below.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveTensionLossInBatchNegatives",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apncla

  • Dataset: apncla
  • Size: 635 training samples
  • Columns: anchor, positive, and negative
  • Approximate statistics based on the first 1000 samples:
    anchor positive negative
    type string string string
    details
    • min: 4 tokens
    • mean: 94.86 tokens
    • max: 128 tokens
    • min: 4 tokens
    • mean: 100.19 tokens
    • max: 128 tokens
    • min: 9 tokens
    • mean: 105.75 tokens
    • max: 128 tokens
  • Samples:
    anchor positive negative
    1. This Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any Pool of Insurers or Reinsurers formed for the purpose of covering Atomic or Nuclear Energy risks.
    2. Without in any way restricting the operation of paragraph (1) of this Clause; this Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any insurance against Physical Damage (including business interruption or consequential loss arising out of such Physical Damage) to:
    I. Nuclear reactor power plants including all auxiliary property on the site; or
    II. Any other nuclear reactor installation; including laboratories handling radioactive materials in connection with reactor installations; and “critical facilities” as such; or
    III. Installations for fabricating complete fuel elements or for processing substantial quantities of “special nuclear material;” and for reprocessing; salvaging; chemically separating; storing or disposing of “spent” nuclear fuel or waste materials; or
    IV. Installations other than those listed in paragraph (2) III above using substantial quantities of radioactive isotopes or other products of nuclear fission.
    3. Without in any way restricting the operations of paragraphs (1) and (2) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; from any insurance on property which is on the same site as a nuclear reactor power plant or other nuclear installation and which normally would be insured therewith except that this paragraph (3) shall not operate
    (a) where the Reassured does not have knowledge of such nuclear reactor power plant or nuclear installation; or
    (b) where said insurance contains a provision excluding coverage for damage to property caused by or resulting from radioactive contamination; however caused. However on and after 1st January 1960 this sub-paragraph (b) shall only apply provided the said radioactive contamination exclusion provision has been approved by the Governmental Authority having jurisdiction thereof.
    4. Without in any way restricting the operations of paragraphs (1); (2) and (3) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; when such radioactive contamination is a named hazard specifically insured against.
    5. It is understood and agreed that this Clause shall not extend to risks using radioactive isotopes in any form where the nuclear exposure is not considered by the Reassured to be the primary hazard.
    6. The term “special nuclear material” shall have the meaning given it in the Atomic Energy Act of 1954 or by any law amendatory thereof.
    7. The Reassured to be sole judge of what constitutes:
    (a) substantial quantities; and
    (b) the extent of installation; plant or site.
    Note. Without in any way restricting the operation of paragraph (1) hereof; it is understood and agreed that
    (a) all policies issued by the Reassured on or before 31st December 1957 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply;
    (b) with respect to any risk located in Canada policies issued by the Reassured on or before 31st December 1958 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply.
    NUCLEAR INCIDENT EXCLUSION CLAUSE - PHYSICAL DAMAGE - REINSURANCE - U.S.A.
    1. This Reinsurance does not cover any loss or liability accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; from any Pool of Insurers or Reinsurers formed for the purpose of covering Atomic or Nuclear Energy risks.
    2. Without in any way restricting the operation of paragraph (1) of this clause; this Reinsurance does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any insurance against Physical Damage (including business interruption or consequential loss arising out of such Physical Damage) to:
    I. Nuclear reactor power plants including all auxiliary property on the site; or
    II. Any other nuclear reactor installation; including laboratories handling radioactive materials in connection with reactor installations; and “critical facilities” as such; or
    III. Installations for fabricating complete fuel elements or for processing substantial quantities of “special nuclear material”; and for reprocessing; salvaging; chemically separating; storing or disposing of “spent” nuclear fuel or waste materials; or
    IV. Installations other than those listed in paragraph (2) III above using substantial quantities of radioactive isotopes or other products of nuclear fission.
    3. Without in any way restricting the operations of paragraphs (1) and (2) hereof; this Reinsurance does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; from any insurance on property which is on the same site as a nuclear reactor power plant or other nuclear installation and which normally would be insured therewith except that this paragraph (3) shall not operate
    (a) where Reassured does not have knowledge of such nuclear reactor power plant or nuclear installation; or
    (b) where said insurance contains a provision excluding coverage for damage to property caused by or resulting from radioactive contamination; however caused. However on and after 1st January 1960 this sub-paragraph (b) shall only apply provided the said radioactive contamination exclusion provision has been approved by the Governmental Authority having jurisdiction thereof.
    4. Without in any way restricting the operations of paragraphs (1); (2) and (3) hereof; this Reinsurance does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; when such radioactive contamination is a named hazard specifically insured against.
    5. It is understood and agreed that this clause shall not extend to risks using radioactive isotopes in any form where the nuclear exposure is not considered by the Reassured to be the primary hazard.
    6. The term “special nuclear material” shall have the meaning given it in the Atomic Energy Act of 1954 or by any law amendatory thereof.
    7. Reassured to be sole judge of what constitutes:
    (a) substantial quantities; and
    (b) the extent of installation; plant or site.
    Note: Without in any way restricting the operation of paragraph (1) hereof; it is understood and agreed that
    (a) all policies issued by the Reassured on or before 31st December 1957 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply.
    (b) with respect to any risk located in Canada policies issued by the Reassured on or before 31st December 1958 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply.
    12/12/57
    NMA 1119
    USD 40;000;000. Payable in two equal instalments on 1st March 2022 and 1st August 2022
    Downgrading clause ~ ABR1001 (Amended)

    Reinsurer with an S&P Rating
    Unless otherwise agreed by the Reinsured; the Reinsurer shall at all times during the Period of this Contract maintain an Insurer Financial Strength (IFS) rating from Standard & Poor's Rating Group of 55 Water Street; New York; NY 10041; USA ("S&P") equal to or greater than a rating of A minus as applied by S&P to that Reinsurer.
    The Reinsured may terminate a Reinsurer’s percentage share in this Reinsurance at any time by giving written notice to the Reinsurer in the event of any of the following circumstances: [list of circumstances]... After the date of cancellation; under either paragraph A. or B. above; the liability of the Reinsurer hereunder shall cease outright other than in respect of losses which have occurred prior thereto. The Reinsurer may not disclose this information to other parties except to evaluate the Contract or program placement or claim; actual or precautionary against the Contract or program. The Reinsurer agrees that “Confidential Information” is defined as statistics on premiums; losses; expenses; limits and exposures; as well as business plans; coverage forms and underwriting standards or guidelines and any other information supplied during the formation of this Contract. The Reinsurer also agrees information on the type and amount of insurance or reinsurance covered is also confidential and shall not be disclosed to any third party without the express written consent of the Association. This Confidential Information shall not include: i) Information already in public domain; ii) Information that comes into the public domain (other than via breach of this Contract); iii) Information lawfully known to Reinsurer before being disclosed by the Association or their agent; iv) Information independently developed by Reinsurer.
    Dispute Resolution ~ ABR1004
    Where any dispute or difference between the parties arising out of or in connection with this Contract; including formation and validity and whether arising during or after the period of this Contract; has not been settled through negotiation; both parties agree to try in good faith to settle such dispute by non- binding mediation; before resorting to arbitration in the manner set out below.
    ARTICLE 21 DISPUTE RESOLUTION Where any dispute between the parties arising out of or in connection with this Contract; including its formation and validity; and whether arising during or after the period of this Contract has not been settled by negotiation through senior executives within one month of a notice of a dispute by either party; both parties agree to try in good faith to settle such dispute by non-binding mediation through an accredited mediation body as the parties may agree; within two months of the notice by either party; before resorting to arbitration as stated in the Arbitration Article. Notwithstanding the foregoing; in respect of any dispute to which an APRA regulated insurer is a party; the following shall apply: Either party may request that any dispute be determined by the Courts of New South Wales; Australia provided that such is requested within four weeks of either party's written notice of a demand for arbitration. For the avoidance of doubt; where a party has requested litigation in accordance with the provisions of this paragraph; Part 2 Section 8; Subsection (1) of the Commercial Arbitration Act 2010 NSW shall not apply. e) War and Civil War Exclusion

    Loss or damages directly or indirectly occasioned by happening through or in consequence of war;
    invasion; acts of foreign enemies; hostilities (whether war be declared or not); civil war; rebellion;
    revolution; insurrection; military or usurped power or confiscation or nationalisation or requisition
    or destruction of or damage to property by or under the order of any government or public or local
    authority.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apIncla

  • Dataset: apIncla
  • Size: 635 training samples
  • Columns: anchor, label, and posIneg
  • Approximate statistics based on the first 1000 samples:
    anchor label posIneg
    type string int string
    details
    • min: 4 tokens
    • mean: 94.86 tokens
    • max: 128 tokens
    • 0: ~66.14%
    • 1: ~33.86%
    • min: 8 tokens
    • mean: 104.34 tokens
    • max: 128 tokens
  • Samples:
    anchor label posIneg
    1. This Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any Pool of Insurers or Reinsurers formed for the purpose of covering Atomic or Nuclear Energy risks.
    2. Without in any way restricting the operation of paragraph (1) of this Clause; this Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any insurance against Physical Damage (including business interruption or consequential loss arising out of such Physical Damage) to:
    I. Nuclear reactor power plants including all auxiliary property on the site; or
    II. Any other nuclear reactor installation; including laboratories handling radioactive materials in connection with reactor installations; and “critical facilities” as such; or
    III. Installations for fabricating complete fuel elements or for processing substantial quantities of “special nuclear material;” and for reprocessing; salvaging; chemically separating; storing or disposing of “spent” nuclear fuel or waste materials; or
    IV. Installations other than those listed in paragraph (2) III above using substantial quantities of radioactive isotopes or other products of nuclear fission.
    3. Without in any way restricting the operations of paragraphs (1) and (2) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; from any insurance on property which is on the same site as a nuclear reactor power plant or other nuclear installation and which normally would be insured therewith except that this paragraph (3) shall not operate
    (a) where the Reassured does not have knowledge of such nuclear reactor power plant or nuclear installation; or
    (b) where said insurance contains a provision excluding coverage for damage to property caused by or resulting from radioactive contamination; however caused. However on and after 1st January 1960 this sub-paragraph (b) shall only apply provided the said radioactive contamination exclusion provision has been approved by the Governmental Authority having jurisdiction thereof.
    4. Without in any way restricting the operations of paragraphs (1); (2) and (3) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; when such radioactive contamination is a named hazard specifically insured against.
    5. It is understood and agreed that this Clause shall not extend to risks using radioactive isotopes in any form where the nuclear exposure is not considered by the Reassured to be the primary hazard.
    6. The term “special nuclear material” shall have the meaning given it in the Atomic Energy Act of 1954 or by any law amendatory thereof.
    7. The Reassured to be sole judge of what constitutes:
    (a) substantial quantities; and
    (b) the extent of installation; plant or site.
    Note. Without in any way restricting the operation of paragraph (1) hereof; it is understood and agreed that
    (a) all policies issued by the Reassured on or before 31st December 1957 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply;
    (b) with respect to any risk located in Canada policies issued by the Reassured on or before 31st December 1958 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply.
    0 This Contract shall exclude: a) Business defined by the Reinsured as Liability Business (unless included in Cargo or Engineering All Risks/Contractors All Risks Business). b) Space and related risks. c) Marine business; but not applying to pleasure craft. d) Disease losses in respect of Fish Farm. This Contract shall also be subject to the following exclusion clauses: a) War and Civil War Exclusion NMA 464.
    Downgrading clause ~ ABR1001 (Amended)

    Reinsurer with an S&P Rating
    Unless otherwise agreed by the Reinsured; the Reinsurer shall at all times during the Period of this Contract maintain an Insurer Financial Strength (IFS) rating from Standard & Poor's Rating Group of 55 Water Street; New York; NY 10041; USA ("S&P") equal to or greater than a rating of A minus as applied by S&P to that Reinsurer.
    0 The Reinsurer may not disclose this information to other parties except to evaluate the Contract or program placement or claim; actual or precautionary against the Contract or program. The Reinsurer agrees that “Confidential Information” is defined as statistics on premiums; losses; expenses; limits and exposures; as well as business plans; coverage forms and underwriting standards or guidelines and any other information supplied during the formation of this Contract. The Reinsurer also agrees information on the type and amount of insurance or reinsurance covered is also confidential and shall not be disclosed to any third party without the express written consent of the Association. This Confidential Information shall not include: i) Information already in public domain; ii) Information that comes into the public domain (other than via breach of this Contract); iii) Information lawfully known to Reinsurer before being disclosed by the Association or their agent; iv) Information independently developed by Reinsurer.
    Dispute Resolution ~ ABR1004
    Where any dispute or difference between the parties arising out of or in connection with this Contract; including formation and validity and whether arising during or after the period of this Contract; has not been settled through negotiation; both parties agree to try in good faith to settle such dispute by non- binding mediation; before resorting to arbitration in the manner set out below.
    1 Brokerage for this Contract is 15.00% of gross ceded premium. No brokerage will be paid on reinstatement premium.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

ssccla

  • Dataset: ssccla
  • Size: 635 training samples
  • Columns: sentence and label
  • Approximate statistics based on the first 1000 samples:
    sentence label
    type string int
    details
    • min: 4 tokens
    • mean: 94.86 tokens
    • max: 128 tokens
    • 0: ~0.16%
    • 1: ~0.16%
    • 2: ~0.16%
    • 3: ~0.47%
    • 4: ~0.16%
    • 5: ~0.16%
    • 6: ~0.16%
    • 7: ~0.31%
    • 8: ~0.16%
    • 9: ~0.16%
    • 10: ~0.16%
    • 11: ~0.47%
    • 12: ~0.79%
    • 13: ~0.16%
    • 14: ~0.31%
    • 15: ~0.16%
    • 16: ~0.63%
    • 17: ~0.47%
    • 18: ~0.63%
    • 19: ~1.73%
    • 20: ~2.05%
    • 21: ~0.47%
    • 22: ~0.31%
    • 23: ~0.47%
    • 24: ~0.31%
    • 25: ~0.31%
    • 26: ~0.31%
    • 27: ~0.16%
    • 28: ~0.94%
    • 30: ~0.31%
    • 32: ~0.31%
    • 34: ~0.16%
    • 35: ~0.16%
    • 37: ~0.31%
    • 41: ~0.16%
    • 42: ~0.47%
    • 44: ~0.47%
    • 45: ~0.16%
    • 46: ~0.31%
    • 47: ~0.47%
    • 48: ~0.79%
    • 50: ~1.42%
    • 51: ~0.16%
    • 52: ~0.16%
    • 53: ~2.52%
    • 55: ~0.16%
    • 60: ~0.31%
    • 63: ~0.94%
    • 64: ~0.16%
    • 65: ~0.16%
    • 67: ~0.16%
    • 68: ~2.05%
    • 70: ~0.16%
    • 71: ~0.31%
    • 72: ~0.16%
    • 73: ~0.63%
    • 74: ~0.16%
    • 75: ~0.16%
    • 76: ~0.16%
    • 77: ~0.16%
    • 78: ~0.16%
    • 79: ~0.79%
    • 81: ~0.16%
    • 83: ~0.16%
    • 85: ~0.16%
    • 86: ~0.16%
    • 89: ~0.16%
    • 91: ~0.16%
    • 95: ~0.31%
    • 97: ~0.16%
    • 100: ~0.16%
    • 101: ~0.31%
    • 102: ~0.31%
    • 103: ~0.16%
    • 104: ~0.16%
    • 105: ~0.16%
    • 106: ~0.16%
    • 107: ~0.63%
    • 111: ~0.63%
    • 112: ~0.16%
    • 115: ~0.16%
    • 117: ~0.16%
    • 120: ~0.16%
    • 122: ~0.16%
    • 123: ~0.16%
    • 124: ~0.31%
    • 125: ~0.31%
    • 127: ~0.16%
    • 130: ~0.31%
    • 132: ~0.63%
    • 133: ~0.16%
    • 134: ~0.16%
    • 135: ~0.16%
    • 137: ~0.16%
    • 142: ~0.16%
    • 144: ~0.16%
    • 153: ~0.16%
    • 156: ~0.16%
    • 160: ~0.16%
    • 161: ~0.16%
    • 171: ~0.31%
    • 172: ~0.16%
    • 174: ~0.16%
    • 175: ~0.63%
    • 176: ~0.16%
    • 179: ~0.16%
    • 181: ~0.16%
    • 187: ~0.31%
    • 189: ~0.31%
    • 193: ~0.16%
    • 195: ~0.16%
    • 196: ~0.47%
    • 197: ~0.16%
    • 200: ~0.47%
    • 201: ~0.16%
    • 202: ~0.16%
    • 203: ~0.31%
    • 208: ~0.79%
    • 209: ~0.16%
    • 214: ~0.16%
    • 215: ~0.16%
    • 216: ~0.31%
    • 217: ~0.16%
    • 220: ~0.16%
    • 221: ~0.63%
    • 223: ~0.16%
    • 224: ~0.16%
    • 226: ~0.16%
    • 229: ~0.31%
    • 230: ~0.31%
    • 232: ~1.10%
    • 233: ~0.47%
    • 234: ~0.31%
    • 236: ~0.16%
    • 237: ~0.63%
    • 238: ~0.16%
    • 239: ~0.31%
    • 240: ~0.31%
    • 241: ~0.63%
    • 242: ~0.31%
    • 245: ~0.16%
    • 247: ~0.16%
    • 248: ~0.31%
    • 249: ~0.63%
    • 251: ~0.16%
    • 253: ~0.31%
    • 255: ~0.16%
    • 256: ~0.31%
    • 257: ~0.16%
    • 258: ~0.16%
    • 259: ~0.16%
    • 260: ~0.47%
    • 261: ~0.16%
    • 262: ~0.16%
    • 263: ~1.26%
    • 264: ~0.31%
    • 268: ~0.16%
    • 269: ~0.16%
    • 271: ~0.16%
    • 274: ~0.16%
    • 276: ~0.31%
    • 282: ~0.16%
    • 283: ~0.16%
    • 284: ~0.31%
    • 286: ~0.31%
    • 289: ~0.16%
    • 290: ~0.47%
    • 292: ~0.16%
    • 293: ~0.31%
    • 297: ~0.47%
    • 299: ~0.16%
    • 300: ~0.16%
    • 304: ~0.31%
    • 308: ~0.47%
    • 311: ~0.16%
    • 312: ~0.16%
    • 315: ~0.16%
    • 319: ~0.16%
    • 323: ~0.16%
    • 324: ~0.16%
    • 325: ~0.16%
    • 326: ~0.16%
    • 327: ~0.16%
    • 328: ~0.31%
    • 329: ~0.31%
    • 330: ~0.31%
    • 331: ~0.47%
    • 332: ~0.31%
    • 333: ~0.16%
    • 336: ~0.16%
    • 338: ~0.16%
    • 339: ~0.16%
    • 340: ~0.16%
    • 341: ~0.16%
    • 342: ~0.63%
    • 345: ~0.16%
    • 346: ~0.16%
    • 349: ~0.31%
    • 350: ~0.16%
    • 351: ~0.16%
    • 352: ~0.16%
    • 356: ~0.31%
    • 357: ~0.63%
    • 359: ~0.31%
    • 360: ~0.16%
    • 361: ~0.16%
    • 364: ~0.47%
    • 365: ~0.16%
    • 369: ~0.31%
    • 371: ~0.16%
    • 372: ~0.16%
    • 374: ~0.16%
    • 375: ~0.16%
    • 379: ~0.16%
    • 381: ~0.16%
    • 382: ~0.16%
    • 383: ~0.31%
    • 384: ~0.16%
    • 389: ~0.31%
    • 390: ~0.16%
    • 391: ~0.16%
    • 392: ~0.16%
    • 393: ~0.16%
    • 394: ~0.16%
    • 395: ~0.16%
    • 397: ~0.16%
    • 398: ~0.31%
    • 401: ~0.16%
    • 406: ~0.16%
    • 407: ~0.16%
    • 410: ~0.31%
    • 411: ~0.47%
    • 412: ~0.16%
    • 415: ~0.16%
    • 419: ~0.31%
    • 424: ~0.31%
    • 425: ~0.16%
    • 427: ~0.16%
    • 428: ~0.16%
    • 429: ~0.16%
    • 430: ~0.47%
    • 432: ~0.16%
    • 435: ~0.16%
    • 436: ~0.16%
    • 441: ~0.16%
    • 444: ~0.16%
    • 445: ~0.16%
    • 446: ~0.16%
    • 447: ~0.16%
    • 448: ~0.16%
    • 449: ~0.16%
    • 451: ~0.16%
    • 452: ~0.16%
    • 453: ~0.16%
    • 454: ~0.16%
    • 458: ~0.16%
    • 459: ~0.16%
    • 466: ~0.16%
    • 468: ~0.16%
    • 469: ~0.16%
    • 470: ~0.16%
    • 472: ~0.31%
    • 474: ~0.47%
    • 478: ~0.16%
    • 479: ~0.16%
    • 480: ~0.16%
    • 481: ~0.16%
    • 482: ~0.16%
    • 483: ~0.16%
    • 484: ~0.16%
    • 488: ~0.16%
    • 490: ~0.31%
    • 491: ~0.16%
    • 496: ~0.31%
    • 499: ~0.16%
    • 501: ~0.16%
    • 507: ~0.16%
    • 508: ~0.16%
    • 509: ~0.16%
    • 510: ~0.16%
    • 514: ~0.16%
    • 515: ~0.16%
    • 518: ~0.16%
    • 522: ~0.16%
    • 524: ~0.47%
    • 527: ~0.16%
    • 529: ~0.16%
    • 532: ~0.16%
    • 534: ~0.16%
    • 538: ~0.16%
    • 539: ~0.31%
    • 545: ~0.31%
    • 546: ~0.16%
    • 548: ~0.16%
    • 551: ~0.79%
    • 553: ~0.16%
    • 554: ~0.16%
    • 555: ~0.16%
    • 557: ~0.31%
    • 558: ~0.47%
    • 560: ~0.16%
    • 561: ~0.31%
    • 565: ~0.31%
    • 570: ~0.31%
    • 571: ~0.16%
    • 572: ~0.16%
    • 573: ~0.16%
    • 575: ~0.16%
    • 590: ~0.31%
    • 591: ~0.16%
    • 597: ~0.16%
    • 600: ~0.16%
    • 603: ~0.16%
    • 604: ~0.16%
    • 608: ~0.16%
    • 614: ~0.16%
    • 615: ~0.16%
    • 616: ~0.16%
    • 618: ~0.16%
    • 619: ~0.16%
    • 620: ~0.16%
    • 621: ~0.16%
    • 622: ~0.16%
    • 623: ~0.31%
    • 628: ~0.16%
    • 629: ~0.16%
    • 630: ~0.16%
    • 635: ~0.16%
    • 637: ~0.31%
    • 641: ~0.16%
    • 642: ~0.16%
    • 646: ~0.16%
    • 648: ~0.16%
    • 660: ~0.16%
    • 661: ~0.16%
    • 667: ~0.16%
    • 669: ~0.16%
    • 671: ~0.16%
    • 678: ~0.16%
    • 682: ~0.16%
    • 683: ~0.16%
    • 685: ~0.16%
    • 692: ~0.16%
    • 695: ~0.16%
    • 697: ~0.31%
    • 700: ~0.16%
    • 702: ~0.16%
    • 703: ~0.31%
    • 704: ~0.16%
    • 705: ~0.16%
    • 706: ~0.16%
    • 707: ~0.16%
    • 708: ~0.47%
    • 709: ~0.16%
    • 710: ~0.16%
    • 711: ~0.16%
    • 713: ~0.16%
    • 715: ~0.16%
    • 719: ~0.16%
    • 725: ~0.16%
    • 727: ~0.16%
    • 728: ~0.16%
    • 732: ~0.16%
    • 736: ~0.16%
    • 745: ~0.16%
    • 750: ~0.16%
    • 752: ~0.16%
    • 754: ~0.16%
    • 756: ~0.16%
    • 759: ~0.16%
    • 760: ~0.16%
    • 764: ~0.16%
    • 769: ~0.16%
    • 774: ~0.16%
    • 775: ~0.16%
    • 777: ~0.16%
    • 778: ~0.16%
    • 783: ~0.16%
    • 786: ~0.16%
    • 787: ~0.16%
    • 795: ~0.16%
    • 796: ~0.16%
    • 800: ~0.16%
    • 805: ~0.16%
  • Samples:
    sentence label
    1. This Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any Pool of Insurers or Reinsurers formed for the purpose of covering Atomic or Nuclear Energy risks.
    2. Without in any way restricting the operation of paragraph (1) of this Clause; this Contract does not cover any loss or liability accruing to the Reassured; directly or indirectly and whether as Insurer or Reinsurer; from any insurance against Physical Damage (including business interruption or consequential loss arising out of such Physical Damage) to:
    I. Nuclear reactor power plants including all auxiliary property on the site; or
    II. Any other nuclear reactor installation; including laboratories handling radioactive materials in connection with reactor installations; and “critical facilities” as such; or
    III. Installations for fabricating complete fuel elements or for processing substantial quantities of “special nuclear material;” and for reprocessing; salvaging; chemically separating; storing or disposing of “spent” nuclear fuel or waste materials; or
    IV. Installations other than those listed in paragraph (2) III above using substantial quantities of radioactive isotopes or other products of nuclear fission.
    3. Without in any way restricting the operations of paragraphs (1) and (2) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; from any insurance on property which is on the same site as a nuclear reactor power plant or other nuclear installation and which normally would be insured therewith except that this paragraph (3) shall not operate
    (a) where the Reassured does not have knowledge of such nuclear reactor power plant or nuclear installation; or
    (b) where said insurance contains a provision excluding coverage for damage to property caused by or resulting from radioactive contamination; however caused. However on and after 1st January 1960 this sub-paragraph (b) shall only apply provided the said radioactive contamination exclusion provision has been approved by the Governmental Authority having jurisdiction thereof.
    4. Without in any way restricting the operations of paragraphs (1); (2) and (3) hereof; this Contract does not cover any loss or liability by radioactive contamination accruing to the Reassured; directly or indirectly; and whether as Insurer or Reinsurer; when such radioactive contamination is a named hazard specifically insured against.
    5. It is understood and agreed that this Clause shall not extend to risks using radioactive isotopes in any form where the nuclear exposure is not considered by the Reassured to be the primary hazard.
    6. The term “special nuclear material” shall have the meaning given it in the Atomic Energy Act of 1954 or by any law amendatory thereof.
    7. The Reassured to be sole judge of what constitutes:
    (a) substantial quantities; and
    (b) the extent of installation; plant or site.
    Note. Without in any way restricting the operation of paragraph (1) hereof; it is understood and agreed that
    (a) all policies issued by the Reassured on or before 31st December 1957 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply;
    (b) with respect to any risk located in Canada policies issued by the Reassured on or before 31st December 1958 shall be free from the application of the other provisions of this Clause until expiry date or 31st December 1960 whichever first occurs whereupon all the provisions of this Clause shall apply.
    0
    Downgrading clause ~ ABR1001 (Amended)

    Reinsurer with an S&P Rating
    Unless otherwise agreed by the Reinsured; the Reinsurer shall at all times during the Period of this Contract maintain an Insurer Financial Strength (IFS) rating from Standard & Poor's Rating Group of 55 Water Street; New York; NY 10041; USA ("S&P") equal to or greater than a rating of A minus as applied by S&P to that Reinsurer.
    1
    Dispute Resolution ~ ABR1004
    Where any dispute or difference between the parties arising out of or in connection with this Contract; including formation and validity and whether arising during or after the period of this Contract; has not been settled through negotiation; both parties agree to try in good faith to settle such dispute by non- binding mediation; before resorting to arbitration in the manner set out below.
    2
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "BatchAllTripletLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

aadef

  • Dataset: aadef
  • Size: 1,846 training samples
  • Columns: anchor and anchor2
  • Approximate statistics based on the first 1000 samples:
    anchor anchor2
    type string string
    details
    • min: 3 tokens
    • mean: 62.84 tokens
    • max: 128 tokens
    • min: 3 tokens
    • mean: 62.84 tokens
    • max: 128 tokens
  • Samples:
    anchor anchor2
    “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. “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.
    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. 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.
    For the purposes of this Paragraph A.; “Earthquake” means earthquake shake and ensuing losses therefrom. For the purposes of this Paragraph A.; “Earthquake” means earthquake shake and ensuing losses therefrom.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveTensionLossInBatchNegatives",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apndef

  • Dataset: apndef
  • Size: 1,846 training samples
  • Columns: anchor, positive, and negative
  • Approximate statistics based on the first 1000 samples:
    anchor positive negative
    type string string string
    details
    • min: 3 tokens
    • mean: 62.84 tokens
    • max: 128 tokens
    • min: 3 tokens
    • mean: 63.97 tokens
    • max: 128 tokens
    • min: 5 tokens
    • mean: 70.55 tokens
    • max: 128 tokens
  • Samples:
    anchor positive negative
    “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. “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 Hawaii. 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; and “Earthquake” means earthquake shake and ensuing losses therefrom. As used in this Agreement; "Privileges" shall mean Attorney-Client Privilege; Work Product Privilege; Self-Evaluative Analysis Privilege or Self-Critical Analysis Privilege; as defined in this Article.
    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. “Named Storm” as used herein shall mean any storm or storm system declared by the U.S. National Hurricane Center to be a tropical storm or hurricane; including any precursor(s) and successor(s) thereof. “Policy” shall mean the Association’s binders; policies; and contracts; whether written or oral; providing insurance or reinsurance on the business covered under this Contract.
    For the purposes of this Paragraph A.; “Earthquake” means earthquake shake and ensuing losses therefrom. All insurances and reinsurances written or accepted by the Reinsured in respect of Earthquake and/or Volcanic Eruption; including but not limited to Earthquake Shock; Fire following Earthquake; Explosion; Tsunami following Earthquake and/or Volcanic Eruption (hereinafter collectively called Earthquake). The amount of any settlement; award or judgment paid by the Company or for which the Company has become liable to pay (including interest accrued prior to final judgment); after deduction of all recoveries; salvages and subrogation; and amounts recoverable under all reinsurance inuring to the benefit of this Contract; whether collectible or not. For purposes of this definition; the phrase 'liable to pay' shall include the existence of a judgment which the Company does not intend to appeal or where a release has been obtained by the Company for a specific claim or the Company has accepted a proof of loss; and/or the Company has made a commitment to pay; and/or the Company has scheduled the payment of the loss.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apIndef

  • Dataset: apIndef
  • Size: 1,846 training samples
  • Columns: anchor, label, and posIneg
  • Approximate statistics based on the first 1000 samples:
    anchor label posIneg
    type string int string
    details
    • min: 3 tokens
    • mean: 62.84 tokens
    • max: 128 tokens
    • 0: ~64.60%
    • 1: ~35.40%
    • min: 4 tokens
    • mean: 73.48 tokens
    • max: 128 tokens
  • Samples:
    anchor label posIneg
    “North American CAT Perils” means certain Named Storms and Earthquake; each as defined below; in respect of that portion of losses which occur in the United States and Canada and their possessions and territories; excluding the Territory of Guam; the Territory of American Samoa; the Commonwealth of the Northern Mariana Islands; Wake Island; Johnston Atoll; Palmyra Atoll; and the State of Hawaiiterritory of Guam. 0 “Probable Maximum Loss” as used herein shall be defined as the average of (1) the 50-year Occurrence Probable Maximum Loss and (2) the 100-year Occurrence Probable Maximum Loss both generated as of September 30; 2022 using AIR Touchstone v8.0; long term including loss amplification and excluding storm surge for the perils of hurricane; severe convective storm; and winter storm.
    For the purposes of this Paragraph A.; “Named Storm” means any windstorm or windstorm system that has been named by a Reporting Agency at any time in its lifecycle and ensuing losses therefrom. 0 The total premium; less return premium; on business covered by this Contract less return premiums and premiums paid for reinsurance that inures to the benefit of this Contract. When the Property and Casualty premium is indivisible the Company shall report 85% of its premium under Homeowners Policies; 95% of its premium under Farmowners Policies; 65% of its premium under Businessowners Policies; and 75% of its premium under Landlords Policies as subject premium hereunder.
    For the purposes of this Paragraph A.; “Earthquake” means earthquake shake and ensuing losses therefrom. 0 UNIQUE MARKET REFERENCE: B1713ENI223713 REINSURED: TOPDANMARK FORSIKRING A/S Borupvang 4 DK – 2750 Ballerup Denmark and/or its subsidiaries; and/or affiliated and/or associated companies.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

sscdef

  • Dataset: sscdef
  • Size: 1,846 training samples
  • Columns: sentence and label
  • Approximate statistics based on the first 1000 samples:
    sentence label
    type string int
    details
    • min: 3 tokens
    • mean: 62.84 tokens
    • max: 128 tokens
    • 0: ~0.10%
    • 1: ~0.10%
    • 2: ~0.30%
    • 3: ~1.80%
    • 4: ~0.10%
    • 5: ~0.10%
    • 6: ~0.20%
    • 7: ~0.30%
    • 8: ~0.50%
    • 9: ~0.10%
    • 10: ~0.20%
    • 11: ~0.10%
    • 12: ~0.10%
    • 13: ~0.20%
    • 14: ~0.10%
    • 15: ~0.10%
    • 16: ~0.10%
    • 17: ~0.10%
    • 18: ~0.10%
    • 19: ~0.80%
    • 20: ~0.10%
    • 21: ~0.10%
    • 22: ~0.10%
    • 23: ~0.10%
    • 24: ~0.10%
    • 25: ~0.10%
    • 26: ~0.20%
    • 27: ~0.10%
    • 28: ~0.10%
    • 29: ~0.40%
    • 30: ~0.10%
    • 31: ~0.20%
    • 32: ~4.90%
    • 33: ~0.40%
    • 34: ~0.10%
    • 35: ~0.20%
    • 36: ~0.40%
    • 37: ~0.10%
    • 38: ~0.20%
    • 39: ~0.30%
    • 40: ~0.10%
    • 41: ~0.10%
    • 42: ~0.10%
    • 44: ~0.10%
    • 45: ~0.10%
    • 48: ~0.10%
    • 51: ~0.10%
    • 52: ~0.10%
    • 53: ~0.20%
    • 54: ~1.70%
    • 56: ~0.10%
    • 58: ~0.10%
    • 59: ~0.10%
    • 60: ~0.10%
    • 61: ~0.10%
    • 62: ~0.10%
    • 63: ~0.40%
    • 64: ~0.20%
    • 65: ~0.10%
    • 66: ~0.10%
    • 67: ~0.10%
    • 68: ~0.30%
    • 69: ~0.10%
    • 70: ~0.10%
    • 71: ~0.10%
    • 72: ~0.10%
    • 73: ~0.10%
    • 74: ~0.10%
    • 75: ~0.10%
    • 76: ~0.10%
    • 77: ~0.10%
    • 78: ~0.40%
    • 79: ~0.50%
    • 80: ~0.40%
    • 82: ~0.50%
    • 83: ~0.10%
    • 84: ~0.40%
    • 87: ~0.10%
    • 88: ~0.30%
    • 89: ~0.20%
    • 91: ~0.10%
    • 92: ~0.10%
    • 93: ~0.20%
    • 94: ~0.20%
    • 95: ~0.10%
    • 96: ~0.10%
    • 97: ~0.10%
    • 98: ~0.10%
    • 99: ~0.20%
    • 100: ~0.10%
    • 104: ~0.50%
    • 105: ~0.10%
    • 106: ~0.10%
    • 107: ~0.10%
    • 108: ~0.50%
    • 111: ~0.10%
    • 112: ~0.20%
    • 113: ~0.10%
    • 114: ~0.10%
    • 115: ~0.10%
    • 116: ~0.20%
    • 117: ~0.10%
    • 118: ~0.20%
    • 120: ~0.20%
    • 121: ~0.10%
    • 122: ~0.10%
    • 123: ~0.10%
    • 124: ~0.10%
    • 126: ~0.30%
    • 128: ~0.30%
    • 129: ~0.20%
    • 131: ~0.10%
    • 132: ~0.20%
    • 133: ~0.10%
    • 134: ~0.10%
    • 135: ~0.20%
    • 136: ~0.10%
    • 137: ~0.20%
    • 139: ~0.10%
    • 140: ~0.10%
    • 141: ~0.10%
    • 143: ~0.20%
    • 146: ~0.30%
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    • 149: ~0.30%
    • 150: ~0.10%
    • 153: ~0.20%
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    • 160: ~0.30%
    • 163: ~0.10%
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    • 167: ~0.20%
    • 169: ~0.30%
    • 170: ~0.10%
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    • 182: ~0.20%
    • 183: ~0.80%
    • 186: ~0.10%
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    • 188: ~0.20%
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    • 201: ~0.10%
    • 202: ~0.10%
    • 203: ~0.50%
    • 205: ~0.10%
    • 206: ~1.40%
    • 207: ~0.10%
    • 208: ~0.30%
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    • 212: ~0.30%
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    • 215: ~0.30%
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    • 223: ~0.30%
    • 224: ~0.10%
    • 225: ~0.10%
    • 226: ~0.50%
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    • 229: ~0.20%
    • 230: ~0.10%
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    • 236: ~0.30%
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    • 243: ~0.90%
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    • 246: ~0.40%
    • 247: ~0.10%
    • 248: ~0.30%
    • 249: ~0.20%
    • 250: ~0.10%
    • 251: ~0.10%
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    • 256: ~0.40%
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    • 259: ~0.20%
    • 260: ~0.10%
    • 261: ~0.30%
    • 262: ~0.20%
    • 263: ~0.10%
    • 264: ~0.40%
    • 265: ~0.20%
    • 268: ~0.20%
    • 269: ~0.10%
    • 270: ~0.60%
    • 271: ~0.10%
    • 272: ~0.40%
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    • 278: ~0.10%
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    • 280: ~0.10%
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    • 287: ~0.20%
    • 288: ~0.10%
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    • 295: ~0.20%
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    • 314: ~0.20%
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    • 319: ~0.20%
    • 320: ~0.10%
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    • 338: ~0.20%
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    • 352: ~0.20%
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    • 361: ~0.20%
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    • 370: ~0.10%
    • 371: ~0.10%
    • 372: ~0.20%
    • 375: ~0.10%
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    • 381: ~0.10%
    • 383: ~0.30%
    • 384: ~0.10%
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    • 386: ~0.10%
    • 387: ~0.10%
    • 389: ~0.20%
    • 391: ~0.10%
    • 392: ~0.10%
    • 393: ~0.10%
    • 395: ~0.10%
    • 396: ~0.20%
    • 397: ~0.10%
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    • 429: ~0.20%
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    • 435: ~0.20%
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    • 440: ~0.10%
    • 441: ~0.30%
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    • 449: ~0.10%
    • 451: ~0.20%
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    • 457: ~0.10%
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    • 492: ~0.10%
    • 493: ~0.30%
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    • 524: ~0.30%
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    • 900: ~0.20%
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    • 917: ~0.10%
    • 919: ~0.10%
    • 920: ~0.10%
    • 921: ~0.10%
    • 922: ~0.10%
  • Samples:
    sentence label
    “North American CAT Perils” means certain Named Storms and Earthquake; each as defined below; in respect of that portion of losses which occur in the United States and Canada and their possessions and territories; excluding the Territory of Guam; the Territory of American Samoa; the Commonwealth of the Northern Mariana Islands; Wake Island; Johnston Atoll; Palmyra Atoll; and the State of Hawaiiterritory of Guam. 0
    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. 1
    For the purposes of this Paragraph A.; “Earthquake” means earthquake shake and ensuing losses therefrom. 2
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "BatchAllTripletLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

aacuad

  • Dataset: aacuad
  • Size: 682 training samples
  • Columns: anchor and anchor2
  • Approximate statistics based on the first 1000 samples:
    anchor anchor2
    type string string
    details
    • min: 15 tokens
    • mean: 72.14 tokens
    • max: 128 tokens
    • min: 15 tokens
    • mean: 72.14 tokens
    • max: 128 tokens
  • Samples:
    anchor anchor2
    The Venture may acquire insurance on behalf of any Member; employee; agent or other person engaged in the business interest of the Venture against any liability asserted against them or incurred by them while acting in good faith on behalf of the Venture. The Venture may acquire insurance on behalf of any Member; employee; agent or other person engaged in the business interest of the Venture against any liability asserted against them or incurred by them while acting in good faith on behalf of the Venture.
    Motor Vehicle Insurance covering bodily injury; death of a person or property damage arising out of the ownership; maintenance or use of any motor vehicles in an amount not less than $1;000;000 combined single limit for personal and bodily injury and death. Motor Vehicle Insurance covering bodily injury; death of a person or property damage arising out of the ownership; maintenance or use of any motor vehicles in an amount not less than $1;000;000 combined single limit for personal and bodily injury and death.
    EFS shall deliver to Client; upon execution of the Agreement; certificates of insurance as evidence of the required coverages. EFS shall deliver to Client; upon execution of the Agreement; certificates of insurance as evidence of the required coverages.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveTensionLossInBatchNegatives",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apncuad

  • Dataset: apncuad
  • Size: 682 training samples
  • Columns: anchor, positive, and negative
  • Approximate statistics based on the first 1000 samples:
    anchor positive negative
    type string string string
    details
    • min: 15 tokens
    • mean: 72.14 tokens
    • max: 128 tokens
    • min: 15 tokens
    • mean: 73.62 tokens
    • max: 128 tokens
    • min: 14 tokens
    • mean: 71.05 tokens
    • max: 128 tokens
  • Samples:
    anchor positive negative
    The Venture may acquire insurance on behalf of any Member; employee; agent or other person engaged in the business interest of the Venture against any liability asserted against them or incurred by them while acting in good faith on behalf of the Venture. Completion of the sale and purchase of the Put Shares pursuant to the exercise of the Put Option by AFSL/FSL shall take place on the date specified in the Put Exercise Notice (which shall be a date after at least sixty (60) days from the date of the Put Exercise Notice) (the "Put Closing Date") and on which date: (i) TPH-A shall; or shall cause its designees to; and TPH shall cause TPH-A or TPH-A's designees to; pay to AFSL the Put Option Price for the Put Shares by way of a bank transfer to the bank account as separately designated by AFSL, and (ii) in exchange for which; AFSL shall deliver to TPH-A or its designees duly executed a letter of request to enter in the shareholder register of the Company the information that is required to be registered with regard to the Put Shares, and Royalties and Service Fees payable by DIALOG and/or its Affiliates to ENERGOUS hereunder will be calculated on a Product by Product basis as defined herein.
    Motor Vehicle Insurance covering bodily injury; death of a person or property damage arising out of the ownership; maintenance or use of any motor vehicles in an amount not less than $1;000;000 combined single limit for personal and bodily injury and death. Neither Party shalI be liable to the other Party in connection with this Agreement or the subject matter hereof for any indirect; incidental; special or consequential damages; including but not limited to loss of revenue; cost of capital or loss of profit or business opportunity; whether such liability arises out of contract; tort (including negligence); strict liability or otherwise. The Village Media Company shall not; directly or indirectly; assign; sublicense or otherwise transfer any of its rights or obligations hereunder without the prior written consent of PFHOF.
    EFS shall deliver to Client; upon execution of the Agreement; certificates of insurance as evidence of the required coverages. EFS agrees that these policies shall not be canceled or materially changed without at least thirty (30) days' prior written notice to Client. Pretzel Time hereby grants to Franchisee and Franchisee agrees to undertake; during the term of this Agreement and upon the terms and conditions stated in this Agreement; the right; license and privilege to operate; conduct; and do business and to use certain trade names; trademarks; service marks; logos; and other commercial symbols; including Pretzel Time (referred to as "Marks") solely and exclusively for the operation of one retail franchise Unit (referred to as "Franchise"); which is in the form of a (Store/Kiosk/Cart); and to sell those Products known as Pretzel Time pretzels and other Pretzel Time-approved menu items and Products further described in Section 2 (hereinafter "Products") in accordance with the provisions of this Agreement and in accordance with rules; standards; systems; and procedures as prescribed by Pretzel Time which may be changed; improved and further developed from time to time; (hereinafter "Pretzel Time System"); at one (1) location only; such location to be (hereinafter "Site").
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apIncuad

  • Dataset: apIncuad
  • Size: 682 training samples
  • Columns: anchor, label, and posIneg
  • Approximate statistics based on the first 1000 samples:
    anchor label posIneg
    type string int string
    details
    • min: 15 tokens
    • mean: 72.14 tokens
    • max: 128 tokens
    • 0: ~71.11%
    • 1: ~28.89%
    • min: 14 tokens
    • mean: 71.79 tokens
    • max: 128 tokens
  • Samples:
    anchor label posIneg
    The Venture may acquire insurance on behalf of any Member; employee; agent or other person engaged in the business interest of the Venture against any liability asserted against them or incurred by them while acting in good faith on behalf of the Venture. 0 In addition; the following provisions shall survive termination of this Agreement for any reason: Astellas shall assign or cause to be assigned to FG (or if not so assignable; Astellas shall take all reasonable actions to make available to FG) all regulatory filings and registrations (including MAAs and Marketing Approvals) with respect to the Lead Compounds that have been filed or made by or under authority of Astellas; and the rights in trademark with respect to each Lead Compound as provided for in Section 4.4.1; in each case such assignment (or availability)shall be made within [ * ] after the notice of termination.
    Motor Vehicle Insurance covering bodily injury; death of a person or property damage arising out of the ownership; maintenance or use of any motor vehicles in an amount not less than $1;000;000 combined single limit for personal and bodily injury and death. 0 Service Provider shall provide and maintain worker's compensation insurance as required by applicable law where the Services are performed and employer's liability insurance with a limit of liability of One Million Dollars ($1;000;000) for each accident and in the aggregate.
    EFS shall deliver to Client; upon execution of the Agreement; certificates of insurance as evidence of the required coverages. 1 All such photographs shall be deemed Playboy Content for purposes of this Agreement; for which EFS shall have a license to use during the Term solely in connection with the Playboy Commerce Business and as is necessary to promote the Websites.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

ssccuad

  • Dataset: ssccuad
  • Size: 682 training samples
  • Columns: sentence and label
  • Approximate statistics based on the first 1000 samples:
    sentence label
    type string int
    details
    • min: 15 tokens
    • mean: 72.14 tokens
    • max: 128 tokens
    • 0: ~2.20%
    • 1: ~2.35%
    • 2: ~3.81%
    • 3: ~6.74%
    • 4: ~8.80%
    • 5: ~6.16%
    • 6: ~4.25%
    • 7: ~8.65%
    • 8: ~2.79%
    • 9: ~1.76%
    • 10: ~1.47%
    • 11: ~4.25%
    • 12: ~8.36%
    • 13: ~7.62%
    • 14: ~3.81%
    • 15: ~4.25%
    • 16: ~2.79%
    • 17: ~2.35%
    • 18: ~1.32%
    • 19: ~1.76%
    • 20: ~4.99%
    • 21: ~3.81%
    • 22: ~5.72%
  • Samples:
    sentence label
    The Venture may acquire insurance on behalf of any Member; employee; agent or other person engaged in the business interest of the Venture against any liability asserted against them or incurred by them while acting in good faith on behalf of the Venture. 10
    Motor Vehicle Insurance covering bodily injury; death of a person or property damage arising out of the ownership; maintenance or use of any motor vehicles in an amount not less than $1;000;000 combined single limit for personal and bodily injury and death. 22
    EFS shall deliver to Client; upon execution of the Agreement; certificates of insurance as evidence of the required coverages. 18
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "BatchAllTripletLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

Evaluation Datasets

aacla

  • Dataset: aacla
  • Size: 100 evaluation samples
  • Columns: anchor and anchor2
  • Approximate statistics based on the first 1000 samples:
    anchor anchor2
    type string string
    details
    • min: 20 tokens
    • mean: 104.63 tokens
    • max: 128 tokens
    • min: 20 tokens
    • mean: 104.63 tokens
    • max: 128 tokens
  • Samples:
    anchor anchor2
    Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax. Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax.
    Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto. Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto.
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)
    Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back
    1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with:
    1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2;
    1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data.
    2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)
    Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back
    1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with:
    1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2;
    1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data.
    2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveTensionLossInBatchNegatives",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apcla

  • Dataset: apcla
  • Size: 100 evaluation samples
  • Columns: anchor and positive
  • Approximate statistics based on the first 1000 samples:
    anchor positive
    type string string
    details
    • min: 20 tokens
    • mean: 104.63 tokens
    • max: 128 tokens
    • min: 20 tokens
    • mean: 105.0 tokens
    • max: 128 tokens
  • Samples:
    anchor positive
    Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax. Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax.
    Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto. Communicable Disease Exclusion Attaching to and forming part of AXA GLOBAL RE SA AND AXA XL US GROUP PROPERTY CATASTROPHE EXCESS OF LOSS 1. This Reinsurance Agreement excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with any Communicable Disease or the fear or threat (whether actual or perceived) of any Communicable Disease. For the purposes of this exclusion; loss; damage; liability; claim; cost or expense caused by; contributed to by; resulting from; arising out of; or in connection with any Communicable Disease shall include; but not be limited to; any loss of market; loss of income; profit or revenue; or any other business interruption; and any public or government authority's denial of access to or destruction of property in an effort to prevent the spread of any Communicable Disease.
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)
    Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back
    1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with:
    1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2;
    1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data.
    2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)
    Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back
    1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with:
    1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2;
    1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data.
    2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apncla

  • Dataset: apncla
  • Size: 100 evaluation samples
  • Columns: anchor, positive, and negative
  • Approximate statistics based on the first 1000 samples:
    anchor positive negative
    type string string string
    details
    • min: 20 tokens
    • mean: 104.63 tokens
    • max: 128 tokens
    • min: 20 tokens
    • mean: 104.02 tokens
    • max: 128 tokens
    • min: 20 tokens
    • mean: 104.06 tokens
    • max: 128 tokens
  • Samples:
    anchor positive negative
    Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax. Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax. étant toujours entendu que ces assurances ou réassurances excluent les risques d'irradiation et de contamination par des Matières Nucléaires.
    Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto. Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto. Reinsurance business shall be excluded from this Reinsurance Agreement. However; the following are not excluded: -shares assumed on direct written business through inward treaties -business written on behalf of an AXA Company -facultative reinsurance; group intra-company reinsurance (if applicable); local agency reinsurance accepted in the normal course of business and/or Policies written by another carrier at the REINSURED's request and reinsured up to one hundred percent (100%) by the REINSURED -captive insurance and/or reinsurance and/or retrocession companies if their sole purpose is to form part of a single client insurance programme structure -fronting if their sole purpose is to form part of a single client international program solution
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)
    Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back
    1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with:
    1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2;
    1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data.
    2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)
    Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back
    1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with:
    1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2;
    1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data.
    2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.
    In any action; suit or proceeding to enforce the Subscribing Reinsurer's obligations under the attached Contract; service of process may be made upon Lloyd's America; Inc.; Attention: Legal Department; 280 Park Avenue; East Tower; 25th Floor; New York; NY 10017-1274. However; if such action; suit or proceeding is brought in the State of California; service of process may be made upon FLWA Service Corp.; c/o Foley & Lardner LLP; 555 California Street; Suite 1700; San Francisco; CA 94104-1520.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apIncla

  • Dataset: apIncla
  • Size: 100 evaluation samples
  • Columns: anchor, label, and posIneg
  • Approximate statistics based on the first 1000 samples:
    anchor label posIneg
    type string int string
    details
    • min: 20 tokens
    • mean: 104.63 tokens
    • max: 128 tokens
    • 0: ~70.00%
    • 1: ~30.00%
    • min: 20 tokens
    • mean: 100.86 tokens
    • max: 128 tokens
  • Samples:
    anchor label posIneg
    Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax. 1 A. As a condition precedent to any right of action hereunder; any dispute that arises out of or in connection with this Contract; including its formation or validity; shall be submitted for decision to a panel of three arbitrators. A request for arbitration by either the Company or the Reinsurer shall not relieve the Reinsurer of its liability to promptly pay its share of undisputed loss settlements in accordance with the provisions of the Notice of Loss and Loss Settlements Article.
    Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto. 0 Excluding:
    (a) All Business derived directly or indirectly from any Pool; Association or Syndicate
    which maintains its own reinsurance facilities. Captive Insurers or Risk Retention Groups shall not be considered Pools; Associations or Syndicates.
    (b) Any Pool or Scheme (whether voluntary or mandatory) formed after March 1; 1968 for
    the purpose of insuring Property whether on a country- wide basis or in respect of
    designated areas. This exclusion shall not apply to so- called Automobile Insurance
    Plans or other Pools formed to provide coverage for Automobile Physical Damage;
    however; any coverage provided by the Ontario; Alberta; New Brunswick and Nova
    Scotia Risk Sharing Pools shall be excluded hereunder.
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)
    Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back
    1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with:
    1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2;
    1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data.
    2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.
    0 13.1 TAXES
    As applicable

    13.2 GOODS AND SERVICES TAX (GST)

    a. Payments
    Any amount shown as payable under this Agreement does not include GST and; where applicable; will be
    calculated with reference to the GST -exclusive premiums payable to the Reinsured by its insureds. In
    addition to any amount shown as payable; wherever the supplier (whether the Reinsurer or the Reinsured)
    is liable for GST on that amount; the supplier shall be paid an amount equal to that GST.

    b. Claims
    The Ultimate Net Loss will be calculated after accounting for any adjustment under the GST legislation to
    which the Reinsured is entitled on settlement of claims to its insureds or on recoveries from any third
    parties; and any input tax credit to which they are entitled on acquiring goods or services for the purpose of
    settlement of a claim.

    This Agreement does not cover any liability that the Reinsured has for GST on any claim payment under
    this Agreement arising from the Reinsured’s failure to disclose correctly to the Reinsurer its entitlement to an
    input tax credit for the premium.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

ssccla

  • Dataset: ssccla
  • Size: 100 evaluation samples
  • Columns: sentence and label
  • Approximate statistics based on the first 1000 samples:
    sentence label
    type string int
    details
    • min: 20 tokens
    • mean: 104.63 tokens
    • max: 128 tokens
    • 1: ~1.00%
    • 4: ~2.00%
    • 5: ~3.00%
    • 11: ~1.00%
    • 12: ~1.00%
    • 18: ~1.00%
    • 19: ~6.00%
    • 20: ~8.00%
    • 21: ~3.00%
    • 30: ~1.00%
    • 32: ~1.00%
    • 34: ~1.00%
    • 45: ~1.00%
    • 46: ~2.00%
    • 47: ~2.00%
    • 50: ~1.00%
    • 51: ~1.00%
    • 53: ~4.00%
    • 65: ~1.00%
    • 68: ~2.00%
    • 69: ~1.00%
    • 74: ~1.00%
    • 79: ~5.00%
    • 88: ~1.00%
    • 89: ~1.00%
    • 93: ~1.00%
    • 107: ~3.00%
    • 115: ~1.00%
    • 126: ~1.00%
    • 143: ~1.00%
    • 150: ~1.00%
    • 161: ~1.00%
    • 175: ~1.00%
    • 202: ~1.00%
    • 220: ~1.00%
    • 222: ~1.00%
    • 227: ~1.00%
    • 229: ~1.00%
    • 231: ~1.00%
    • 232: ~1.00%
    • 235: ~1.00%
    • 236: ~1.00%
    • 251: ~2.00%
    • 275: ~1.00%
    • 276: ~1.00%
    • 296: ~1.00%
    • 305: ~1.00%
    • 309: ~1.00%
    • 314: ~1.00%
    • 334: ~1.00%
    • 342: ~1.00%
    • 368: ~1.00%
    • 376: ~1.00%
    • 381: ~1.00%
    • 400: ~1.00%
    • 402: ~1.00%
    • 404: ~1.00%
    • 419: ~1.00%
    • 473: ~1.00%
    • 496: ~1.00%
    • 547: ~1.00%
    • 548: ~1.00%
    • 553: ~1.00%
    • 585: ~1.00%
    • 594: ~2.00%
    • 605: ~1.00%
    • 606: ~1.00%
    • 662: ~1.00%
    • 798: ~1.00%
  • Samples:
    sentence label
    Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax. 32
    Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto. 79
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)
    Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back
    1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with:
    1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2;
    1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data.
    2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.
    88
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "BatchAllTripletLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

mlmcla

  • Dataset: mlmcla
  • Size: 100 evaluation samples
  • Columns: sentence and mlm
  • Approximate statistics based on the first 1000 samples:
    sentence mlm
    type string string
    details
    • min: 20 tokens
    • mean: 104.63 tokens
    • max: 128 tokens
    • min: 22 tokens
    • mean: 112.7 tokens
    • max: 128 tokens
  • Samples:
    sentence mlm
    Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax. Article 26 - [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.
    Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto. Notwithstanding any provision to the contrary within [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.
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)
    Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back
    1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with:
    1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2;
    1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data.
    2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.
    CYBER LOSS LIMITED EXCLUSION [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.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

noiscla

  • Dataset: noiscla
  • Size: 100 evaluation samples
  • Columns: original_sentence and damaged_sentence
  • Approximate statistics based on the first 1000 samples:
    original_sentence damaged_sentence
    type string string
    details
    • min: 20 tokens
    • mean: 104.63 tokens
    • max: 128 tokens
    • min: 24 tokens
    • mean: 112.69 tokens
    • max: 128 tokens
  • Samples:
    original_sentence damaged_sentence
    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. 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.
    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. 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.
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)
    Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back
    1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with:
    1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2;
    1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data.
    2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE) 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.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "DenoisingAutoEncoderLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

syncla

  • Dataset: syncla
  • Size: 100 evaluation samples
  • Columns: sentence1, label, and sentence2
  • Approximate statistics based on the first 1000 samples:
    sentence1 label sentence2
    type string int string
    details
    • min: 20 tokens
    • mean: 104.63 tokens
    • max: 128 tokens
    • 1: ~1.00%
    • 4: ~2.00%
    • 5: ~3.00%
    • 11: ~1.00%
    • 12: ~1.00%
    • 18: ~1.00%
    • 19: ~6.00%
    • 20: ~8.00%
    • 21: ~3.00%
    • 30: ~1.00%
    • 32: ~1.00%
    • 34: ~1.00%
    • 45: ~1.00%
    • 46: ~2.00%
    • 47: ~2.00%
    • 50: ~1.00%
    • 51: ~1.00%
    • 53: ~4.00%
    • 65: ~1.00%
    • 68: ~2.00%
    • 69: ~1.00%
    • 74: ~1.00%
    • 79: ~5.00%
    • 88: ~1.00%
    • 89: ~1.00%
    • 93: ~1.00%
    • 107: ~3.00%
    • 115: ~1.00%
    • 126: ~1.00%
    • 143: ~1.00%
    • 150: ~1.00%
    • 161: ~1.00%
    • 175: ~1.00%
    • 202: ~1.00%
    • 220: ~1.00%
    • 222: ~1.00%
    • 227: ~1.00%
    • 229: ~1.00%
    • 231: ~1.00%
    • 232: ~1.00%
    • 235: ~1.00%
    • 236: ~1.00%
    • 251: ~2.00%
    • 275: ~1.00%
    • 276: ~1.00%
    • 296: ~1.00%
    • 305: ~1.00%
    • 309: ~1.00%
    • 314: ~1.00%
    • 334: ~1.00%
    • 342: ~1.00%
    • 368: ~1.00%
    • 376: ~1.00%
    • 381: ~1.00%
    • 400: ~1.00%
    • 402: ~1.00%
    • 404: ~1.00%
    • 419: ~1.00%
    • 473: ~1.00%
    • 496: ~1.00%
    • 547: ~1.00%
    • 548: ~1.00%
    • 553: ~1.00%
    • 585: ~1.00%
    • 594: ~2.00%
    • 605: ~1.00%
    • 606: ~1.00%
    • 662: ~1.00%
    • 798: ~1.00%
    • min: 21 tokens
    • mean: 110.01 tokens
    • max: 128 tokens
  • Samples:
    sentence1 label sentence2
    Article 26 - Federal Excise Tax (BRMA 17D) A.The Reinsurer has agreed to allow for the purpose of paying the Federal Excise Tax the applicable percentage of the premium payable hereon (as imposed under Section 4371 of the Internal Revenue Code) to the extent such premium is subject to the Federal Excise Tax. 32 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.
    Notwithstanding any provision to the contrary within this Reinsurance Contract; this Reinsurance Contract excludes any loss; damage; liability; claim; cost or expense of whatsoever nature; directly or indirectly caused by; contributed to by; resulting from; arising out of; or in connection with a Communicable Disease or the fear or threat (whether actual or perceived) of a Communicable Disease regardless of any other cause or event contributing concurrently or in any other sequence thereto. 79 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.
    CYBER LOSS LIMITED EXCLUSION CLAUSE (PROPERTY TREATY REINSURANCE)
    Based on LMA 5410 - Amended to clarify consistency of coverage in the write-back
    1. Notwithstanding any provision to the contrary within this reinsurance agreement or any endorsement thereto; this reinsurance agreement excludes all loss; damage; liability; cost or expense of whatsoever nature directly or indirectly caused by; contributed to by; resulting from; arising out of or in connection with:
    1.1 any loss of; alteration of; or damage to or a reduction in the functionality; availability or operation of a Computer System; unless subject to the provisions of paragraph 2;
    1.2 any loss of use; reduction in functionality; repair; replacement; restoration or reproduction of any Data; including any amount pertaining to the value of such Data.
    2. Subject to the other terms; conditions and exclusions contained in this reinsurance agreement; this reinsurance agreement will cover physical damage to property insured under the original policies and any Time Element Loss directly resulting therefrom where such physical damage is directly occasioned by a peril otherwise covered hereunder.
    88 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.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

aadef

  • Dataset: aadef
  • Size: 100 evaluation samples
  • Columns: anchor and anchor2
  • Approximate statistics based on the first 1000 samples:
    anchor anchor2
    type string string
    details
    • min: 5 tokens
    • mean: 70.36 tokens
    • max: 128 tokens
    • min: 5 tokens
    • mean: 70.36 tokens
    • max: 128 tokens
  • Samples:
    anchor anchor2
    “Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property. “Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property.
    “Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material. “Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.
    means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System. means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveTensionLossInBatchNegatives",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apdef

  • Dataset: apdef
  • Size: 100 evaluation samples
  • Columns: anchor and positive
  • Approximate statistics based on the first 1000 samples:
    anchor positive
    type string string
    details
    • min: 5 tokens
    • mean: 70.36 tokens
    • max: 128 tokens
    • min: 5 tokens
    • mean: 74.99 tokens
    • max: 128 tokens
  • Samples:
    anchor positive
    “Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property. “Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property.
    “Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material. “Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material.
    means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System. means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apndef

  • Dataset: apndef
  • Size: 100 evaluation samples
  • Columns: anchor, positive, and negative
  • Approximate statistics based on the first 1000 samples:
    anchor positive negative
    type string string string
    details
    • min: 5 tokens
    • mean: 70.36 tokens
    • max: 128 tokens
    • min: 5 tokens
    • mean: 68.49 tokens
    • max: 128 tokens
    • min: 5 tokens
    • mean: 71.32 tokens
    • max: 128 tokens
  • Samples:
    anchor positive negative
    “Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property. “Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property. For purposes of the application of this Article; the term “Corporate Officer” shall mean each Company senior officer with the title of Executive Vice President or higher.
    “Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material. “Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material. "Work Product Privilege" means communications; written materials and tangible things prepared by or for in-house or outside counsel; or prepared by or for the Company; in anticipation of or in connection with litigation; arbitration; or other dispute resolution proceedings.
    means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System. means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System. Custom Wholesale Property; except for Large Property U.S.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apIndef

  • Dataset: apIndef
  • Size: 100 evaluation samples
  • Columns: anchor, label, and posIneg
  • Approximate statistics based on the first 1000 samples:
    anchor label posIneg
    type string int string
    details
    • min: 5 tokens
    • mean: 70.36 tokens
    • max: 128 tokens
    • 0: ~71.00%
    • 1: ~29.00%
    • min: 5 tokens
    • mean: 63.96 tokens
    • max: 128 tokens
  • Samples:
    anchor label posIneg
    “Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property. 0 The Reinsurer agrees to fund its share of the Company's ceded outstanding loss and Loss Adjustment Expense reserves (including all case reserves plus any reasonable amount estimated to be unreported from known Loss Occurrences) by: 1. Clean; irrevocable and unconditional letters of credit issued or confirmed; if confirmation is required by the insurance regulatory authorities involved; by a bank or banks meeting the NAIC Securities Valuation Office credit standards for issuers of letters of credit and acceptable to said insurance regulatory authorities; and/or 2. Escrow accounts for the benefit of the Company; and/or 3. Cash advances.
    “Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material. 1 Custom Wholesale Property; except for Large Property U.S.
    means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System. 0 "Qualified Person" shall have the meaning ascribed to it in paragraph 25.05 of the Commutation Article of this Contract.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

sscdef

  • Dataset: sscdef
  • Size: 100 evaluation samples
  • Columns: sentence and label
  • Approximate statistics based on the first 1000 samples:
    sentence label
    type string int
    details
    • min: 5 tokens
    • mean: 70.36 tokens
    • max: 128 tokens
    • 1: ~1.00%
    • 3: ~8.00%
    • 4: ~1.00%
    • 5: ~1.00%
    • 7: ~1.00%
    • 8: ~2.00%
    • 19: ~4.00%
    • 25: ~1.00%
    • 26: ~2.00%
    • 29: ~2.00%
    • 32: ~2.00%
    • 33: ~2.00%
    • 34: ~1.00%
    • 38: ~1.00%
    • 39: ~1.00%
    • 54: ~3.00%
    • 55: ~1.00%
    • 68: ~1.00%
    • 78: ~2.00%
    • 80: ~1.00%
    • 82: ~1.00%
    • 84: ~1.00%
    • 93: ~1.00%
    • 98: ~1.00%
    • 120: ~1.00%
    • 134: ~1.00%
    • 135: ~1.00%
    • 143: ~1.00%
    • 144: ~2.00%
    • 149: ~1.00%
    • 154: ~1.00%
    • 161: ~1.00%
    • 173: ~1.00%
    • 180: ~1.00%
    • 181: ~1.00%
    • 183: ~2.00%
    • 206: ~1.00%
    • 236: ~1.00%
    • 238: ~1.00%
    • 239: ~1.00%
    • 243: ~1.00%
    • 244: ~1.00%
    • 256: ~1.00%
    • 264: ~1.00%
    • 326: ~1.00%
    • 361: ~1.00%
    • 367: ~1.00%
    • 374: ~1.00%
    • 377: ~1.00%
    • 429: ~1.00%
    • 433: ~1.00%
    • 443: ~1.00%
    • 448: ~1.00%
    • 473: ~1.00%
    • 488: ~1.00%
    • 521: ~1.00%
    • 535: ~1.00%
    • 556: ~1.00%
    • 557: ~1.00%
    • 580: ~1.00%
    • 589: ~1.00%
    • 679: ~1.00%
    • 693: ~1.00%
    • 797: ~1.00%
    • 857: ~1.00%
    • 859: ~1.00%
    • 871: ~1.00%
    • 873: ~1.00%
    • 960: ~1.00%
    • 979: ~1.00%
    • 1028: ~1.00%
    • 1155: ~1.00%
    • 1209: ~1.00%
    • 1213: ~1.00%
    • 1256: ~1.00%
    • 1297: ~1.00%
    • 1331: ~1.00%
    • 1481: ~1.00%
    • 1528: ~1.00%
    • 1541: ~1.00%
  • Samples:
    sentence label
    “Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property. 4
    “Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material. 25
    means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System. 7
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "BatchAllTripletLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

mlmdef

  • Dataset: mlmdef
  • Size: 100 evaluation samples
  • Columns: sentence and mlm
  • Approximate statistics based on the first 1000 samples:
    sentence mlm
    type string string
    details
    • min: 5 tokens
    • mean: 70.36 tokens
    • max: 128 tokens
    • min: 5 tokens
    • mean: 78.55 tokens
    • max: 128 tokens
  • Samples:
    sentence mlm
    “Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property. “Communicable Disease” means any disease which can be transmitted by [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.
    “Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material. “Production; Use or Storage of Nuclear Material” means the production; manufacture; [MASK] conditioning; processing; reprocessing; use; [MASK] [MASK] and disposal of Nuclear Material.
    means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System. [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.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

noisdef

  • Dataset: noisdef
  • Size: 100 evaluation samples
  • Columns: original_sentence and damaged_sentence
  • Approximate statistics based on the first 1000 samples:
    original_sentence damaged_sentence
    type string string
    details
    • min: 5 tokens
    • mean: 70.36 tokens
    • max: 128 tokens
    • min: 5 tokens
    • mean: 79.57 tokens
    • max: 128 tokens
  • Samples:
    original_sentence damaged_sentence
    “Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property. “ Communicable Disease ” 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.
    “Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material. Produtccion “; Ues os Storage jf Material Nuclear meens ” prodoction tje; ; manufactory enrichments; condicioning procession; reprocessing; ; used; storage; anh disposal hadling Nuclear oof Material.
    means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System. 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.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "DenoisingAutoEncoderLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

syndef

  • Dataset: syndef
  • Size: 100 evaluation samples
  • Columns: sentence1, label, and sentence2
  • Approximate statistics based on the first 1000 samples:
    sentence1 label sentence2
    type string int string
    details
    • min: 5 tokens
    • mean: 70.36 tokens
    • max: 128 tokens
    • 1: ~1.00%
    • 3: ~8.00%
    • 4: ~1.00%
    • 5: ~1.00%
    • 7: ~1.00%
    • 8: ~2.00%
    • 19: ~4.00%
    • 25: ~1.00%
    • 26: ~2.00%
    • 29: ~2.00%
    • 32: ~2.00%
    • 33: ~2.00%
    • 34: ~1.00%
    • 38: ~1.00%
    • 39: ~1.00%
    • 54: ~3.00%
    • 55: ~1.00%
    • 68: ~1.00%
    • 78: ~2.00%
    • 80: ~1.00%
    • 82: ~1.00%
    • 84: ~1.00%
    • 93: ~1.00%
    • 98: ~1.00%
    • 120: ~1.00%
    • 134: ~1.00%
    • 135: ~1.00%
    • 143: ~1.00%
    • 144: ~2.00%
    • 149: ~1.00%
    • 154: ~1.00%
    • 161: ~1.00%
    • 173: ~1.00%
    • 180: ~1.00%
    • 181: ~1.00%
    • 183: ~2.00%
    • 206: ~1.00%
    • 236: ~1.00%
    • 238: ~1.00%
    • 239: ~1.00%
    • 243: ~1.00%
    • 244: ~1.00%
    • 256: ~1.00%
    • 264: ~1.00%
    • 326: ~1.00%
    • 361: ~1.00%
    • 367: ~1.00%
    • 374: ~1.00%
    • 377: ~1.00%
    • 429: ~1.00%
    • 433: ~1.00%
    • 443: ~1.00%
    • 448: ~1.00%
    • 473: ~1.00%
    • 488: ~1.00%
    • 521: ~1.00%
    • 535: ~1.00%
    • 556: ~1.00%
    • 557: ~1.00%
    • 580: ~1.00%
    • 589: ~1.00%
    • 679: ~1.00%
    • 693: ~1.00%
    • 797: ~1.00%
    • 857: ~1.00%
    • 859: ~1.00%
    • 871: ~1.00%
    • 873: ~1.00%
    • 960: ~1.00%
    • 979: ~1.00%
    • 1028: ~1.00%
    • 1155: ~1.00%
    • 1209: ~1.00%
    • 1213: ~1.00%
    • 1256: ~1.00%
    • 1297: ~1.00%
    • 1331: ~1.00%
    • 1481: ~1.00%
    • 1528: ~1.00%
    • 1541: ~1.00%
    • min: 5 tokens
    • mean: 75.49 tokens
    • max: 128 tokens
  • Samples:
    sentence1 label sentence2
    “Communicable Disease” means any disease which can be transmitted by means of any substance or agent from any organism to another organism where: a. the substance or agent includes; but is not limited to; a virus; bacterium; parasite or other organism or any variation thereof; whether deemed living or not; and b. the method of transmission; whether direct or indirect; includes but is not limited to; airborne transmission; bodily fluid transmission; transmission from or to any surface or object; solid; liquid or gas or between organisms; and c. the disease; substance or agent can cause or threaten damage to human health or human welfare or can cause or threaten damage to; deterioration of; loss of value of; marketability of or loss of use of property. 4 “ 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.
    “Production; Use or Storage of Nuclear Material” means the production; manufacture; enrichment; conditioning; processing; reprocessing; use; storage; handling and disposal of Nuclear Material. 25 “ 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.
    means information; facts; concepts; code or any other information of any kind that is recorded or transmitted in a form to be used; accessed; processed; transmitted or stored by a Computer System. 7 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.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

aacuad

  • Dataset: aacuad
  • Size: 100 evaluation samples
  • Columns: anchor and anchor2
  • Approximate statistics based on the first 1000 samples:
    anchor anchor2
    type string string
    details
    • min: 17 tokens
    • mean: 66.0 tokens
    • max: 128 tokens
    • min: 17 tokens
    • mean: 66.0 tokens
    • max: 128 tokens
  • Samples:
    anchor anchor2
    During the Term of this Agreement; each Party will maintain the following minimum types and amounts of insurance coverage during the Term of this Agreement: During the Term of this Agreement; each Party will maintain the following minimum types and amounts of insurance coverage during the Term of this Agreement:
    A copy of the insurance policies shall promptly be made available to EDGE upon EDGE' request. A copy of the insurance policies shall promptly be made available to EDGE upon EDGE' request.
    Each Party shall obtain and carry in full force and effect the minimum insurance requirements set forth herein. Each Party shall obtain and carry in full force and effect the minimum insurance requirements set forth herein.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveTensionLossInBatchNegatives",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apcuad

  • Dataset: apcuad
  • Size: 100 evaluation samples
  • Columns: anchor and positive
  • Approximate statistics based on the first 1000 samples:
    anchor positive
    type string string
    details
    • min: 17 tokens
    • mean: 66.0 tokens
    • max: 128 tokens
    • min: 17 tokens
    • mean: 62.4 tokens
    • max: 128 tokens
  • Samples:
    anchor positive
    During the Term of this Agreement; each Party will maintain the following minimum types and amounts of insurance coverage during the Term of this Agreement: Upon request; CBC shall furnish MediWound certification of insurance (and/or true copies of policies) showing the above coverage; signed by an authorized agent of the insurance company; certifying that liability assumed under this Agreement is fully insured without exception; and providing for at least thirty (30) days prior written notice.
    A copy of the insurance policies shall promptly be made available to EDGE upon EDGE' request. Except as otherwise provided in this Agreement; this ---- Agreement shall terminate on the later of (i) the third anniversary of the Effective Date or (ii) the date on which ETI ceases to be a Subsidiary of NTL.
    Each Party shall obtain and carry in full force and effect the minimum insurance requirements set forth herein. Any deductibles for such insurance policies will be assumed by the insuring Party.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apncuad

  • Dataset: apncuad
  • Size: 100 evaluation samples
  • Columns: anchor, positive, and negative
  • Approximate statistics based on the first 1000 samples:
    anchor positive negative
    type string string string
    details
    • min: 17 tokens
    • mean: 66.0 tokens
    • max: 128 tokens
    • min: 17 tokens
    • mean: 65.78 tokens
    • max: 128 tokens
    • min: 17 tokens
    • mean: 68.32 tokens
    • max: 128 tokens
  • Samples:
    anchor positive negative
    During the Term of this Agreement; each Party will maintain the following minimum types and amounts of insurance coverage during the Term of this Agreement: During the Term of this Agreement; each Party will maintain the following minimum types and amounts of insurance coverage during the Term of this Agreement: At any time after July 1; 2015; PPI shall have the right; exercisable upon sixty (60) days prior written notice to EKR; to terminate the Lease Term and repurchase the Transferred Equipment from EKR; subject to payment by PPI to EKR within five (5) days of such notice of any principal paid by EKR under the Promissory Note; which if exercised shall result in the termination of the Step-in Right set forth in Section 17.5.
    A copy of the insurance policies shall promptly be made available to EDGE upon EDGE' request. Except as otherwise provided in this Agreement; this ---- Agreement shall terminate on the later of (i) the third anniversary of the Effective Date or (ii) the date on which ETI ceases to be a Subsidiary of NTL. IGER shall have the right to use JOINT INTELLECTUAL PROPERTY and OTHER RESEARCH RESULTS (a) for the purpose of the implementation of RESEARCH PROJECTS, (b) subject to Article 3 and CERES' prior written approval; for internal research purposes and research under United Kingdom government or European Union funding in collaboration with academic institutions in the European Union; provided that CERES' approval may be conditional upon (i) CERES receiving the exclusive right (subject to Articles 5.1.2(a) and 5.2) to use and exploit commercially the results of such research in COLLABORATION CROPS; (ii) adequate safeguards to prevent unauthorized use or disclosure of JOINT INTELLECTUAL PROPERTY; OTHER RESEARCH RESULTS or results directly or indirectly based on any of the foregoing and (iii) CERES reviewing and approving the terms and conditions of any agreement governing such research activities.
    Each Party shall obtain and carry in full force and effect the minimum insurance requirements set forth herein. Commercial General Liability: [] dollars ($[]) per occurrence, [] dollars ($[]) Product and Completed Operations aggregate; including Premises & Operations; Personal Injury; Product and Completed Operations, [] dollars ($[]) combined single limit on all owned; non-owned and hired vehicles of such Party. Each party will; at the other party's request; provide to the other party a certificate of insurance evidencing the foregoing insurance coverage.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

apIncuad

  • Dataset: apIncuad
  • Size: 100 evaluation samples
  • Columns: anchor, label, and posIneg
  • Approximate statistics based on the first 1000 samples:
    anchor label posIneg
    type string int string
    details
    • min: 17 tokens
    • mean: 66.0 tokens
    • max: 128 tokens
    • 0: ~57.00%
    • 1: ~43.00%
    • min: 20 tokens
    • mean: 66.87 tokens
    • max: 128 tokens
  • Samples:
    anchor label posIneg
    During the Term of this Agreement; each Party will maintain the following minimum types and amounts of insurance coverage during the Term of this Agreement: 0 VerticalNet hereby grants to PaperExchange a non-exclusive; non-transferable license to use; reproduce; display and transmit the VerticalNet Content; solely in connection with the development; maintenance and operation of the PaperExchange Site; subject to and in accordance with the terms; conditions and provisions of this Agreement.
    A copy of the insurance policies shall promptly be made available to EDGE upon EDGE' request. 0 Each Party will obtain and carry in full force and effect the minimum insurance requirements set forth below.
    Each Party shall obtain and carry in full force and effect the minimum insurance requirements set forth herein. 0 Property insurance providing coverage for direct physical loss or damage to real and personal property for all risk perils; including the perils of flood and earthquake.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "ContrastiveLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

ssccuad

  • Dataset: ssccuad
  • Size: 100 evaluation samples
  • Columns: sentence and label
  • Approximate statistics based on the first 1000 samples:
    sentence label
    type string int
    details
    • min: 17 tokens
    • mean: 66.0 tokens
    • max: 128 tokens
    • 0: ~2.00%
    • 1: ~4.00%
    • 2: ~4.00%
    • 3: ~5.00%
    • 4: ~10.00%
    • 5: ~4.00%
    • 6: ~4.00%
    • 7: ~11.00%
    • 9: ~2.00%
    • 10: ~1.00%
    • 11: ~4.00%
    • 12: ~11.00%
    • 13: ~9.00%
    • 14: ~2.00%
    • 15: ~3.00%
    • 16: ~4.00%
    • 17: ~3.00%
    • 19: ~3.00%
    • 20: ~4.00%
    • 21: ~4.00%
    • 22: ~6.00%
  • Samples:
    sentence label
    During the Term of this Agreement; each Party will maintain the following minimum types and amounts of insurance coverage during the Term of this Agreement: 13
    A copy of the insurance policies shall promptly be made available to EDGE upon EDGE' request. 22
    Each Party shall obtain and carry in full force and effect the minimum insurance requirements set forth herein. 4
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "BatchAllTripletLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

mlmcuad

  • Dataset: mlmcuad
  • Size: 100 evaluation samples
  • Columns: sentence and mlm
  • Approximate statistics based on the first 1000 samples:
    sentence mlm
    type string string
    details
    • min: 17 tokens
    • mean: 66.0 tokens
    • max: 128 tokens
    • min: 17 tokens
    • mean: 71.32 tokens
    • max: 128 tokens
  • Samples:
    sentence mlm
    During the Term of this Agreement; each Party will maintain the following minimum types and amounts of insurance coverage during the Term of this Agreement: During the [MASK] of this Agreement; each Party will [MASK] the following [MASK] types and amounts of [MASK] coverage during the Term of this Agreement:
    A copy of the insurance policies shall promptly be made available to EDGE upon EDGE' request. A copy of the [MASK] policies shall promptly be made available to EDGE [MASK] [MASK] request.
    Each Party shall obtain and carry in full force and effect the minimum insurance requirements set forth herein. Each Party shall obtain and carry in full force and effect the minimum insurance requirements set forth [MASK]
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

noiscuad

  • Dataset: noiscuad
  • Size: 100 evaluation samples
  • Columns: original_sentence and damaged_sentence
  • Approximate statistics based on the first 1000 samples:
    original_sentence damaged_sentence
    type string string
    details
    • min: 17 tokens
    • mean: 66.0 tokens
    • max: 128 tokens
    • min: 24 tokens
    • mean: 78.68 tokens
    • max: 128 tokens
  • Samples:
    original_sentence damaged_sentence
    During the Term of this Agreement; each Party will maintain the following minimum types and amounts of insurance coverage during the Term of this Agreement: Durring the ol this Term Agreement; each well Party ths maintan minimun followin tipes ammounts as Insurence coverage of druing tem Term thid of Agreement:
    A copy of the insurance policies shall promptly be made available to EDGE upon EDGE' request. O copie a thd insurance shell polices bè promptly made availble to EDGE uppon ' EDGE requst.
    Each Party shall obtain and carry in full force and effect the minimum insurance requirements set forth herein. Eaech shall Party obtein care in an full forse en the effect minmum requiremants insuriense forth sat herein.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "DenoisingAutoEncoderLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

syncuad

  • Dataset: syncuad
  • Size: 100 evaluation samples
  • Columns: sentence1, label, and sentence2
  • Approximate statistics based on the first 1000 samples:
    sentence1 label sentence2
    type string int string
    details
    • min: 17 tokens
    • mean: 66.0 tokens
    • max: 128 tokens
    • 0: ~2.00%
    • 1: ~4.00%
    • 2: ~4.00%
    • 3: ~5.00%
    • 4: ~10.00%
    • 5: ~4.00%
    • 6: ~4.00%
    • 7: ~11.00%
    • 9: ~2.00%
    • 10: ~1.00%
    • 11: ~4.00%
    • 12: ~11.00%
    • 13: ~9.00%
    • 14: ~2.00%
    • 15: ~3.00%
    • 16: ~4.00%
    • 17: ~3.00%
    • 19: ~3.00%
    • 20: ~4.00%
    • 21: ~4.00%
    • 22: ~6.00%
    • min: 20 tokens
    • mean: 72.94 tokens
    • max: 128 tokens
  • Samples:
    sentence1 label sentence2
    During the Term of this Agreement; each Party will maintain the following minimum types and amounts of insurance coverage during the Term of this Agreement: 13 During the Term of this Understanding; each Company volition asseverate the following minimal eccentric and measure of insurance insurance coverage during the Terminus of this Concord:
    A copy of the insurance policies shall promptly be made available to EDGE upon EDGE' request. 22 A written matter of the insurance policy shall pronto equal make available to EDGE upon bound ' request.
    Each Party shall obtain and carry in full force and effect the minimum insurance requirements set forth herein. 4 Each Company shall obtain and comport in good force and result the minimum indemnity requirements pose forth herein.
  • Loss: AdaptiveLayerLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "n_layers_per_step": 1,
        "last_layer_weight": 1.0,
        "prior_layers_weight": 1.0,
        "kl_div_weight": 1.0,
        "kl_temperature": 0.3
    }
    

Training Hyperparameters

Non-Default Hyperparameters

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

All Hyperparameters

Click to expand
  • overwrite_output_dir: False
  • do_predict: False
  • eval_strategy: steps
  • prediction_loss_only: True
  • per_device_train_batch_size: 16
  • per_device_eval_batch_size: 16
  • per_gpu_train_batch_size: None
  • per_gpu_eval_batch_size: None
  • gradient_accumulation_steps: 1
  • eval_accumulation_steps: None
  • learning_rate: 3e-05
  • weight_decay: 0.0
  • adam_beta1: 0.9
  • adam_beta2: 0.999
  • adam_epsilon: 1e-08
  • max_grad_norm: 1.0
  • num_train_epochs: 10
  • max_steps: -1
  • lr_scheduler_type: linear
  • lr_scheduler_kwargs: {}
  • warmup_ratio: 0.1
  • warmup_steps: 0
  • log_level: passive
  • log_level_replica: warning
  • log_on_each_node: True
  • logging_nan_inf_filter: True
  • save_safetensors: True
  • save_on_each_node: False
  • save_only_model: False
  • restore_callback_states_from_checkpoint: False
  • no_cuda: False
  • use_cpu: False
  • use_mps_device: False
  • seed: 42
  • data_seed: None
  • jit_mode_eval: False
  • use_ipex: False
  • bf16: False
  • fp16: False
  • fp16_opt_level: O1
  • half_precision_backend: auto
  • bf16_full_eval: False
  • fp16_full_eval: False
  • tf32: None
  • local_rank: 0
  • ddp_backend: None
  • tpu_num_cores: None
  • tpu_metrics_debug: False
  • debug: []
  • dataloader_drop_last: False
  • dataloader_num_workers: 0
  • dataloader_prefetch_factor: None
  • past_index: -1
  • disable_tqdm: False
  • remove_unused_columns: True
  • label_names: None
  • load_best_model_at_end: False
  • ignore_data_skip: False
  • fsdp: []
  • fsdp_min_num_params: 0
  • fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
  • fsdp_transformer_layer_cls_to_wrap: None
  • accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
  • deepspeed: None
  • label_smoothing_factor: 0.0
  • optim: adamw_torch
  • optim_args: None
  • adafactor: False
  • group_by_length: False
  • length_column_name: length
  • ddp_find_unused_parameters: None
  • ddp_bucket_cap_mb: None
  • ddp_broadcast_buffers: False
  • dataloader_pin_memory: True
  • dataloader_persistent_workers: False
  • skip_memory_metrics: True
  • use_legacy_prediction_loop: False
  • push_to_hub: False
  • resume_from_checkpoint: None
  • hub_model_id: None
  • hub_strategy: every_save
  • hub_private_repo: False
  • hub_always_push: False
  • gradient_checkpointing: False
  • gradient_checkpointing_kwargs: None
  • include_inputs_for_metrics: False
  • eval_do_concat_batches: True
  • fp16_backend: auto
  • push_to_hub_model_id: None
  • push_to_hub_organization: None
  • mp_parameters:
  • auto_find_batch_size: False
  • full_determinism: False
  • torchdynamo: None
  • ray_scope: last
  • ddp_timeout: 1800
  • torch_compile: False
  • torch_compile_backend: None
  • torch_compile_mode: None
  • dispatch_batches: None
  • split_batches: None
  • include_tokens_per_second: False
  • include_num_input_tokens_seen: False
  • neftune_noise_alpha: None
  • optim_target_modules: None
  • batch_eval_metrics: False
  • eval_on_start: False
  • batch_sampler: batch_sampler
  • multi_dataset_batch_sampler: proportional

Training Logs

Epoch Step Training Loss apdef loss syndef loss ssccuad loss noiscla loss aadef loss apIndef loss aacla loss mlmcla loss apncla loss apcuad loss apIncla loss apndef loss sscdef loss apncuad loss mlmcuad loss mlmdef loss noiscuad loss apcla loss ssccla loss syncla loss apIncuad loss syncuad loss aacuad loss noisdef loss
0.6281 500 1.679 0.8673 0.2305 6.2896 33.5788 0.4821 0.1108 0.8394 0.3400 1.6554 3.6329 0.0921 1.0323 3.5440 6.1072 0.2454 0.4170 31.1890 1.3192 4.6159 0.3126 0.0968 0.2651 0.3576 34.1073
1.2563 1000 1.2999 0.6463 0.2347 6.0419 30.6064 0.3865 0.0813 0.3541 0.5516 1.4369 4.4158 0.0638 0.7482 3.7739 5.5928 0.1579 0.1825 31.2088 1.2840 4.5745 0.3479 0.0799 0.2621 0.5631 27.8789
1.8844 1500 1.213 0.5950 0.1589 6.8795 34.0548 0.4377 0.0721 0.4653 0.6112 1.2263 3.5970 0.0614 0.7140 4.8306 5.6113 0.0854 0.0985 31.5016 1.0097 4.4448 0.2572 0.0680 0.1526 0.4793 29.5069
2.5126 2000 1.2469 0.7081 0.1824 6.6078 31.3264 0.4561 0.0701 0.5369 0.3021 1.1907 3.2264 0.0599 0.7186 4.4509 6.2846 0.0833 0.1289 33.2702 1.0162 5.4899 0.2988 0.0697 0.2161 0.4769 32.7446
3.1407 2500 0.9775 0.7589 0.1762 6.5755 39.0765 0.2345 0.1023 0.3247 0.1992 1.4899 4.0340 0.0820 0.6496 4.0476 5.8088 0.0603 0.1356 30.4351 0.8515 4.3953 0.1755 0.0925 0.1679 0.3360 32.8753
3.7688 3000 1.1201 0.7210 0.1847 7.0296 30.3976 0.3461 0.1037 0.4167 0.2791 1.3856 3.6839 0.0906 0.6450 3.7648 7.1120 0.0571 0.1550 27.9744 1.1528 4.3078 0.1556 0.0956 0.1255 0.2364 33.0435
4.3970 3500 1.0625 0.6996 0.1605 5.8319 37.4003 0.3751 0.1026 0.3814 0.2294 1.3282 3.7629 0.0690 0.7358 3.5212 5.5266 0.0637 0.0716 30.6652 0.8776 4.1895 0.1979 0.0729 0.2165 0.4844 32.8135
5.0251 4000 0.8178 0.7658 0.1610 6.0673 35.4906 0.3767 0.1158 0.4968 0.2037 1.3201 3.6789 0.1070 0.8360 3.4670 6.1857 0.0430 0.0580 30.0690 1.0207 5.0247 0.1473 0.1067 0.1216 0.3753 35.1318
5.6533 4500 1.0797 0.7734 0.1550 6.3971 29.7429 0.1292 0.1406 0.3963 0.2101 1.4507 5.2121 0.0984 1.0383 4.1476 6.5509 0.0410 0.0743 29.1574 1.1410 4.4526 0.1358 0.1279 0.1322 0.2669 30.1102
6.2814 5000 0.8914 0.8286 0.1128 5.7447 35.5510 0.3046 0.1460 0.4228 0.1671 1.6605 3.9685 0.1079 0.8201 3.7460 6.9207 0.0376 0.0666 34.6917 1.1031 4.8644 0.1425 0.1280 0.1940 0.3379 34.5833
6.9095 5500 0.8309 0.9378 0.1075 5.8602 29.8323 0.1228 0.1382 0.3479 0.2924 1.7659 3.6989 0.1026 0.9460 3.5745 6.8607 0.0316 0.0343 30.8657 1.1510 4.6921 0.1727 0.1431 0.1050 0.3340 29.9389
7.5377 6000 1.0097 0.8433 0.1019 6.7332 32.3685 0.2384 0.1293 0.3976 0.1573 1.6379 4.2930 0.1172 0.9788 4.6475 8.0179 0.0423 0.0527 27.6318 1.2355 4.6869 0.1467 0.1209 0.1787 0.4407 38.6640
8.1658 6500 0.7684 0.9805 0.1298 5.8824 32.3399 0.1726 0.1288 0.2854 0.3361 1.5160 3.9342 0.1269 0.7032 3.8043 8.0331 0.0403 0.0849 32.4076 1.0505 4.6721 0.1594 0.1194 0.1563 0.2547 35.4899
8.7940 7000 0.8704 0.8309 0.1100 5.7560 31.5703 0.2576 0.1378 0.3466 0.1610 1.6551 4.5007 0.1230 0.7437 3.5969 7.8513 0.0333 0.0403 27.6130 1.1841 4.2408 0.1630 0.1280 0.1270 0.3631 32.6991
9.4221 7500 0.9424 0.8599 0.1233 6.1769 30.2742 0.2452 0.1291 0.5158 0.2004 1.8608 4.0513 0.1138 0.7964 3.5184 6.6153 0.0383 0.0538 33.6007 1.1194 4.2969 0.1536 0.1357 0.1754 0.3249 30.5148

Framework Versions

  • Python: 3.10.12
  • Sentence Transformers: 3.0.1
  • Transformers: 4.42.4
  • PyTorch: 2.3.1+cu121
  • Accelerate: 0.33.0
  • Datasets: 2.20.0
  • Tokenizers: 0.19.1

Citation

BibTeX

Sentence Transformers

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

AdaptiveLayerLoss

@misc{li20242d,
    title={2D Matryoshka Sentence Embeddings}, 
    author={Xianming Li and Zongxi Li and Jing Li and Haoran Xie and Qing Li},
    year={2024},
    eprint={2402.14776},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}

ContrastiveTensionLossInBatchNegatives

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

MultipleNegativesRankingLoss

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

ContrastiveLoss

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

BatchAllTripletLoss

@misc{hermans2017defense,
    title={In Defense of the Triplet Loss for Person Re-Identification}, 
    author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
    year={2017},
    eprint={1703.07737},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}

DenoisingAutoEncoderLoss

@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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