README.md

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:20
  - loss:MatryoshkaLoss
  - loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget:
  - source_sentence: >-
      The policy covers insured individuals up to age 80, and children up to 25.
      The benefits include Hospital Cash, Major Surgical, Day Care, Other
      Surgical, Ambulance, and Premium Waiver. For the Hospital Cash Benefit,
      it's activated if hospitalized for more than 24 hours due to injury or
      sickness.
    sentences:
      - >-
        Each of the insured are covered for

        risks up to age (80). Children are insured up

        Health

        toage25years.

        •

        Hospitalcashbenefit(HCB)

        •

        MajorSurgicalBenefit(MSB)

        •

        DayCareProcedureBenefit

        •

        OtherSurgicalBenefit

        •

        AmbulanceBenefit

        •

        PremiumwaiverBenefit(PWB)

        A) HospitalCashBenefit:

        due to

        If you or any of the insured lives covered under the policy is
        hospitalised

        Accidental Body Injury or Sickness and the stay in hospital exceeds a
        connuous

        periodof24hours,thenforanyconnuousperiodof24hoursorpartthereof,

        1. Benefits offered under the plan are
      - >-
        the Applicable Daily Benefit shall be effected on each policy anniversary
        during the

        Cover Period and shall connue unl it a ains a maximum amount of 1.5 mes
        the

        Inial Daily Benefit. Thereaer, this amount in each Policy Year in future
        shall

        remainatthatmaximumlevela ained.


        Further arithmec addion of an amount equal to “No Claim Benefit” (as

        described in Para 1.G) below) provided the policy a racts and is
        eligible for it.

        Thereshallbeno maximum limitfor such increase which meansthat ifthis
        policyis

        eligible for “No Claim Benefit”, the same shall be granted throughout the
        Cover

        Periodwithoutanymaximumlimit.

        For members

        subsequently under the policy, the benefit in the first year

        included

        shall be equal to Inial Daily Benefit amount and thereaer the Applicable
        Daily

        Benefitshallincreaseasabove.

        IfanyofthememberinsuredisrequiredtostayinanIntensiveCareUnitofahospital,

        t

        subject

        benefit limits and

        wo mes the

        Daily

        will be payable

        to

        Applicable

        Benefit
      - >-
        Benefitshallincreaseasabove.

        IfanyofthememberinsuredisrequiredtostayinanIntensiveCareUnitofahospital,

        t

        subject

        benefit limits and

        wo mes the

        Daily

        will be payable

        to

        Applicable

        Benefit

        condionsmenonedinPara11A)andexclusionsmenonedinPara15below.

        During one period of 24 connuous hours (i.e. one day) of Hospitalisaon
        (aer

        having completed the 24 hours as above), if the said Hospitalisaon
        included stay

        inanIntensiveCareUnitaswellasinanyotherin-paent(non-IntensiveCareUnit)

        ward of the Hospital, the Corporaon shall pay benefits as if the
        admission was to

        the Intensive Care Unit provided that the period of Hospitalisaon in the
        Intensive

        CareUnitwasatleast4connuoushours.

        payable

        or

        No benefit will be

        for the first 24 hours of hospitalisaon. However, f

        every

        that extends for a connuous period of 7 days or more, the

        Hospitalizaon

        Daily Hospital Cash Benefit would also be paid for first 24 hours (day
        one) of

        hospitalizaon, regardless of whether the Insured was admi ed in a
        general or
  - source_sentence: >-
      The policy covers the principal insured, spouse, children, and parents.
      Each has different age ranges and premiums. For example, the principal
      insured has different premiums depending on their age at entry. Spouses
      and parents have their own rates. Children's premiums also vary with age.
      The coverage duration is up to age 80 for general health and up to 25 for
      children's health, specifically mentioning hospital cash, major surgical,
      and day care benefits.
    sentences:
      - >-
        •

        IncreasingHealthcovereveryyear

        •

        Lumpsumbenefitirrespecveofactualmedicalcosts

        •

        Noclaimbenefit

        •

        Flexiblebenefitlimittochoosefrom

        •

        Flexiblepremiumpaymentopons

        •

        Veryeasytochooseyourplan

        Step 1

        2

        Step

        Choose the level of Health cover you need

        Work out the premium payable along with our Representave

        Step 1: Choose the level of Health cover you need:

        You can choose the amount of Inial Daily Benefit (i.e. the daily Hospital
        Cash Benefit

        applicableinthefirstyearofthepolicy)asperyourneedfromoutofthefollowingchoices:

        ` 1000 per day

        ` 2000 per day

        ` 3000 per day

        ` 4000 per day

        This is the amount that will be payable to you in the event of
        hospitalisaon in the first

        year on a per day basis. The Major Surgical Benefit that you will be
        covered for will be

        100 mes the Inial Daily Benefit you have chosen. Thus the inial Major
        Surgical

        Benefit Sum Assured will be

        1 lakh, 2 lakh, 3 lakh, 4 lakh respecvely. Other benefits

        `

        such as Day Care Procedure Benefit, Other Surgical Benefit and Premium
        waiver
      - >-
        Each of the insured are covered for

        risks up to age (80). Children are insured up

        Health

        toage25years.

        •

        Hospitalcashbenefit(HCB)

        •

        MajorSurgicalBenefit(MSB)

        •

        DayCareProcedureBenefit

        •

        OtherSurgicalBenefit

        •

        AmbulanceBenefit

        •

        PremiumwaiverBenefit(PWB)

        A) HospitalCashBenefit:

        due to

        If you or any of the insured lives covered under the policy is
        hospitalised

        Accidental Body Injury or Sickness and the stay in hospital exceeds a
        connuous

        periodof24hours,thenforanyconnuousperiodof24hoursorpartthereof,

        1. Benefits offered under the plan are
      - >-
        (Premiums indicated are exclusive of Taxes)

        Who can be insured?

        You (as Principal Insured (PI)), your spouse, your children, your
        parents and parents of

        yourspousecanallbeinsured

        onepolicy.Quiteareliefisn'tit,tohaveallinsured

        under

        underonepolicy!

        Theminimumandmaximumageatentryisasunder:

        PRINCIPAL INSURED (Male)

        Age at entry

        20

        30

        40

        50

        Premium ( )

        `

        1922.65

        2242.90

        2799.70

        3768.00

        SPOUSE (Female) / PARENT (of PI/Spouse) (Female)

        Premium ( )

        `

        1393.15

        1730.65

        2240.60

        2849.10

        Age at entry

        20

        30

        40

        50

        CHILD

        Premium ( )

        `

        792.00

        794.75

        812.35

        870.75

        Age at entry

        0

        5

        10

        15

        Self / spouse

        Parents / parents-in-law

        Children

        Minimum age

        at entry

        18 years

        18 years

        91 days

        Maximum age

        at entry

        65 years (last birthday)

        75 (last birthday)

        17 years (last  birthday)

        Howlongareeachinsuredunderthispolicy?

        Each of the insured are covered for

        risks up to age (80). Children are insured up

        Health

        toage25years.

        •

        Hospitalcashbenefit(HCB)

        •

        MajorSurgicalBenefit(MSB)

        •

        DayCareProcedureBenefit

        •
  - source_sentence: >-
      Okay, let's tackle this. The user wants me to generate two high-quality,
      diverse questions based on the context provided about LIC's Jeevan Arogya.
      The first question needs to be a direct factual one, and the second a
      complex scenario-based one. They should not overlap and be challenging.
    sentences:
      - >-
        LIC's JEEVAN AROGYA (UIN: 512N266V02)

        (A Non-linked, Non-Parcipang,

        Individual, Health Insurance Plan)

        LIC's Jeevan Arogya is a unique non-parcipang non-linked plan which
        provides

        health insurance cover against certain specified health risks and
        provides you with

        mely support in case of medical emergencies and helps you and your
        family remain

        financiallyindependentindifficultmes.

        Health has been a major concern on everybody's mind, including yours. In
        these days

        ofskyrockengmedicalexpenses,whenafamilymemberisill,itisatraumacmefor

        the rest of the family. As a caring person, you do not want to let any
        unfortunate

        incident to affect your plans for you and your family. So why let any
        medical

        emergenciessha eryourpeaceofmind.

        LIC'sJeevanArogyagivesyou:

        •

        Valuablefinancialproteconincaseofhospitalisaon,surgeryetc

        •

        IncreasingHealthcovereveryyear

        •

        Lumpsumbenefitirrespecveofactualmedicalcosts

        •

        Noclaimbenefit

        •

        Flexiblebenefitlimittochoosefrom

        •

        Flexiblepremiumpaymentopons

        •
      - >-
        Benefit Sum Assured will be

        1 lakh, 2 lakh, 3 lakh, 4 lakh respecvely. Other benefits

        `

        such as Day Care Procedure Benefit, Other Surgical Benefit and Premium
        waiver

        Benefit (PWB) menoned below shall also be payable depending upon the
        daily

        HospitalCashBenefitchosen.

        Step 2: Work out the premium payable along with our representave

        Your premium will depend on your age, gender, the Health cover opon you
        have

        chosen, whether you are Principal Insured or other insured life and the
        mode of

        payment.

        Tables below give an indicave annual premium, payable yearly, for all
        health benefits

        corresponding to an Inial Daily Benefit of

        1000 per day, for some of the ages in


        respectof variouslivesthatcanbecoveredunderasinglepolicy:
      - |-
        Contact your LIC agent or nearest branch or
        visit our website
        or
        www.licindia.in
        SMS
        to
        , (e.g. Mumbai.’)
        ‘YOUR CITY NAME’
        566773
  - source_sentence: >-
      Okay, let's tackle this. The user wants two high-quality questions based
      on the provided insurance policy context. First, I need to make sure I
      understand the context thoroughly.
    sentences:
      - >-
        (Premiums indicated are exclusive of Taxes)

        Who can be insured?

        You (as Principal Insured (PI)), your spouse, your children, your
        parents and parents of

        yourspousecanallbeinsured

        onepolicy.Quiteareliefisn'tit,tohaveallinsured

        under

        underonepolicy!

        Theminimumandmaximumageatentryisasunder:

        PRINCIPAL INSURED (Male)

        Age at entry

        20

        30

        40

        50

        Premium ( )

        `

        1922.65

        2242.90

        2799.70

        3768.00

        SPOUSE (Female) / PARENT (of PI/Spouse) (Female)

        Premium ( )

        `

        1393.15

        1730.65

        2240.60

        2849.10

        Age at entry

        20

        30

        40

        50

        CHILD

        Premium ( )

        `

        792.00

        794.75

        812.35

        870.75

        Age at entry

        0

        5

        10

        15

        Self / spouse

        Parents / parents-in-law

        Children

        Minimum age

        at entry

        18 years

        18 years

        91 days

        Maximum age

        at entry

        65 years (last birthday)

        75 (last birthday)

        17 years (last  birthday)

        Howlongareeachinsuredunderthispolicy?

        Each of the insured are covered for

        risks up to age (80). Children are insured up

        Health

        toage25years.

        •

        Hospitalcashbenefit(HCB)

        •

        MajorSurgicalBenefit(MSB)

        •

        DayCareProcedureBenefit

        •
      - >-
        •

        IncreasingHealthcovereveryyear

        •

        Lumpsumbenefitirrespecveofactualmedicalcosts

        •

        Noclaimbenefit

        •

        Flexiblebenefitlimittochoosefrom

        •

        Flexiblepremiumpaymentopons

        •

        Veryeasytochooseyourplan

        Step 1

        2

        Step

        Choose the level of Health cover you need

        Work out the premium payable along with our Representave

        Step 1: Choose the level of Health cover you need:

        You can choose the amount of Inial Daily Benefit (i.e. the daily Hospital
        Cash Benefit

        applicableinthefirstyearofthepolicy)asperyourneedfromoutofthefollowingchoices:

        ` 1000 per day

        ` 2000 per day

        ` 3000 per day

        ` 4000 per day

        This is the amount that will be payable to you in the event of
        hospitalisaon in the first

        year on a per day basis. The Major Surgical Benefit that you will be
        covered for will be

        100 mes the Inial Daily Benefit you have chosen. Thus the inial Major
        Surgical

        Benefit Sum Assured will be

        1 lakh, 2 lakh, 3 lakh, 4 lakh respecvely. Other benefits

        `

        such as Day Care Procedure Benefit, Other Surgical Benefit and Premium
        waiver
      - >-
        Benefit Sum Assured will be

        1 lakh, 2 lakh, 3 lakh, 4 lakh respecvely. Other benefits

        `

        such as Day Care Procedure Benefit, Other Surgical Benefit and Premium
        waiver

        Benefit (PWB) menoned below shall also be payable depending upon the
        daily

        HospitalCashBenefitchosen.

        Step 2: Work out the premium payable along with our representave

        Your premium will depend on your age, gender, the Health cover opon you
        have

        chosen, whether you are Principal Insured or other insured life and the
        mode of

        payment.

        Tables below give an indicave annual premium, payable yearly, for all
        health benefits

        corresponding to an Inial Daily Benefit of

        1000 per day, for some of the ages in


        respectof variouslivesthatcanbecoveredunderasinglepolicy:
  - source_sentence: >-
      Okay, I need to create two high-quality, diverse questions based on the
      given insurance policy context. Let me start by understanding the context
      thoroughly.
    sentences:
      - >-
        Benefitshallincreaseasabove.

        IfanyofthememberinsuredisrequiredtostayinanIntensiveCareUnitofahospital,

        t

        subject

        benefit limits and

        wo mes the

        Daily

        will be payable

        to

        Applicable

        Benefit

        condionsmenonedinPara11A)andexclusionsmenonedinPara15below.

        During one period of 24 connuous hours (i.e. one day) of Hospitalisaon
        (aer

        having completed the 24 hours as above), if the said Hospitalisaon
        included stay

        inanIntensiveCareUnitaswellasinanyotherin-paent(non-IntensiveCareUnit)

        ward of the Hospital, the Corporaon shall pay benefits as if the
        admission was to

        the Intensive Care Unit provided that the period of Hospitalisaon in the
        Intensive

        CareUnitwasatleast4connuoushours.

        payable

        or

        No benefit will be

        for the first 24 hours of hospitalisaon. However, f

        every

        that extends for a connuous period of 7 days or more, the

        Hospitalizaon

        Daily Hospital Cash Benefit would also be paid for first 24 hours (day
        one) of

        hospitalizaon, regardless of whether the Insured was admi ed in a
        general or
      - >-
        Hospitalizaon

        Daily Hospital Cash Benefit would also be paid for first 24 hours (day
        one) of

        hospitalizaon, regardless of whether the Insured was admi ed in a
        general or

        specialwardorinanintensivecareunit.

        B) Major

        Benefit:

        Surgical

        In the event of an Insured under this plan, due to medical necessity,
        undergoing

        one of the surgeries defined in Major Surgical Benefit Annexure, within
        the cover

        period in a hospital due to Accidental Bodily Injury or Sickness, the
        respecve

        benefit percentage of the Major Surgical Benefit Sum Assured, as specified
        against

        each of the eligible surgeries menoned in Major Surgical Benefit
        Annexure, shall

        be paid subject to benefit limits and condions menoned in Para 11B) and

        exclusionsmenonedinPara15below.
      - >-
        Hospitalizaon

        Daily Hospital Cash Benefit would also be paid for first 24 hours (day
        one) of

        hospitalizaon, regardless of whether the Insured was admi ed in a
        general or

        specialwardorinanintensivecareunit.

        B) Major

        Benefit:

        Surgical

        In the event of an Insured under this plan, due to medical necessity,
        undergoing

        one of the surgeries defined in Major Surgical Benefit Annexure, within
        the cover

        period in a hospital due to Accidental Bodily Injury or Sickness, the
        respecve

        benefit percentage of the Major Surgical Benefit Sum Assured, as specified
        against

        each of the eligible surgeries menoned in Major Surgical Benefit
        Annexure, shall

        be paid subject to benefit limits and condions menoned in Para 11B) and

        exclusionsmenonedinPara15below.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
  - cosine_accuracy@1
  - cosine_accuracy@3
  - cosine_accuracy@5
  - cosine_accuracy@10
  - cosine_precision@1
  - cosine_precision@3
  - cosine_precision@5
  - cosine_precision@10
  - cosine_recall@1
  - cosine_recall@3
  - cosine_recall@5
  - cosine_recall@10
  - cosine_ndcg@10
  - cosine_mrr@10
  - cosine_map@100
model-index:
  - name: SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
    results:
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: Unknown
          type: unknown
        metrics:
          - type: cosine_accuracy@1
            value: 0.033783783783783786
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.0472972972972973
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.06756756756756757
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.14189189189189189
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.033783783783783786
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.015765765765765764
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.013513513513513514
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.014189189189189193
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.033783783783783786
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.0472972972972973
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.06756756756756757
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.14189189189189189
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.07433254903506138
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.0544937794937795
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.08155164318066088
            name: Cosine Map@100

SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2

This is a sentence-transformers model finetuned from sentence-transformers/all-MiniLM-L6-v2. It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for retrieval.

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: sentence-transformers/all-MiniLM-L6-v2
• Maximum Sequence Length: 256 tokens
• Output Dimensionality: 384 dimensions
• Similarity Function: Cosine Similarity
• Supported Modality: Text

Model Sources

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

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'transformer_task': 'feature-extraction', 'modality_config': {'text': {'method': 'forward', 'method_output_name': 'last_hidden_state'}}, 'module_output_name': 'token_embeddings', 'architecture': 'BertModel'})
  (1): Pooling({'embedding_dimension': 384, 'pooling_mode': 'mean', '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("sentence_transformers_model_id")
# Run inference
sentences = [
    'Okay, I need to create two high-quality, diverse questions based on the given insurance policy context. Let me start by understanding the context thoroughly.',
    'Hospitalizaon\nDaily Hospital Cash Benefit would also be paid for first 24 hours (day one) of\nhospitalizaon, regardless of whether the Insured was admi ed in a general or\nspecialwardorinanintensivecareunit.\nB) Major\nBenefit:\nSurgical\nIn the event of an Insured under this plan, due to medical necessity, undergoing\none of the surgeries defined in Major Surgical Benefit Annexure, within the cover\nperiod in a hospital due to Accidental Bodily Injury or Sickness, the respecve\nbenefit percentage of the Major Surgical Benefit Sum Assured, as specified against\neach of the eligible surgeries menoned in Major Surgical Benefit Annexure, shall\nbe paid subject to benefit limits and condions menoned in Para 11B) and\nexclusionsmenonedinPara15below.',
    'Benefitshallincreaseasabove.\nIfanyofthememberinsuredisrequiredtostayinanIntensiveCareUnitofahospital,\nt\nsubject\nbenefit limits and\nwo mes the\nDaily\nwill be payable\nto\nApplicable\nBenefit\ncondionsmenonedinPara11A)andexclusionsmenonedinPara15below.\nDuring one period of 24 connuous hours (i.e. one day) of Hospitalisaon (aer\nhaving completed the 24 hours as above), if the said Hospitalisaon included stay\ninanIntensiveCareUnitaswellasinanyotherin-paent(non-IntensiveCareUnit)\nward of the Hospital, the Corporaon shall pay benefits as if the admission was to\nthe Intensive Care Unit provided that the period of Hospitalisaon in the Intensive\nCareUnitwasatleast4connuoushours.\npayable\nor\nNo benefit will be\nfor the first 24 hours of hospitalisaon. However, f\nevery\nthat extends for a connuous period of 7 days or more, the\nHospitalizaon\nDaily Hospital Cash Benefit would also be paid for first 24 hours (day one) of\nhospitalizaon, regardless of whether the Insured was admi ed in a general or',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.3726, 0.2615],
#         [0.3726, 1.0000, 0.7728],
#         [0.2615, 0.7728, 1.0000]])

Evaluation

Metrics

Information Retrieval

• Evaluated with InformationRetrievalEvaluator

Metric	Value
cosine_accuracy@1	0.0338
cosine_accuracy@3	0.0473
cosine_accuracy@5	0.0676
cosine_accuracy@10	0.1419
cosine_precision@1	0.0338
cosine_precision@3	0.0158
cosine_precision@5	0.0135
cosine_precision@10	0.0142
cosine_recall@1	0.0338
cosine_recall@3	0.0473
cosine_recall@5	0.0676
cosine_recall@10	0.1419
cosine_ndcg@10	0.0743
cosine_mrr@10	0.0545
cosine_map@100	0.0816

Training Details

Training Dataset

Unnamed Dataset

• Size: 20 training samples
• Columns: sentence_0 and sentence_1
• Approximate statistics based on the first 20 samples:

  	sentence_0	sentence_1
  type	string	string
  details	min: 26 tokens mean: 56.7 tokens max: 98 tokens	min: 44 tokens mean: 214.1 tokens max: 256 tokens

• Samples:

  sentence_0	sentence_1
  What happens if a policyholder chooses a lower Initial Daily Benefit (e.g., ₹1,000) but later requires a major surgery costing significantly more than the 100x multiplier of their selected daily benefit? How does the policy’s lump sum benefit structure affect their coverage in this scenario?	• IncreasingHealthcovereveryyear • Lumpsumbenefitirrespecveofactualmedicalcosts • Noclaimbenefit • Flexiblebenefitlimittochoosefrom • Flexiblepremiumpaymentopons • Veryeasytochooseyourplan Step 1 2 Step Choose the level of Health cover you need Work out the premium payable along with our Representave Step 1: Choose the level of Health cover you need: You can choose the amount of Inial Daily Benefit (i.e. the daily Hospital Cash Benefit applicableinthefirstyearofthepolicy)asperyourneedfromoutofthefollowingchoices: 1000 per day<br> 2000 per day 3000 per day<br> 4000 per day This is the amount that will be payable to you in the event of hospitalisaon in the first year on a per day basis. The Major Surgical Benefit that you will be covered for will be 100 mes the Inial Daily Benefit you have chosen. Thus the inial Major Surgical Benefit Sum Assured will be 1 lakh, 2 lakh, 3 lakh, 4 lakh respecvely. Other benefits ` such as Day Care Procedure Benefit, Other Surgical Benefit and Premium waiver
  Okay, let's tackle this. The user wants me to generate two high-quality, diverse questions based on the context provided about LIC's Jeevan Arogya. The first question needs to be a direct factual one, and the second a complex scenario-based one. They should not overlap and be challenging.	LIC's JEEVAN AROGYA (UIN: 512N266V02) (A Non-linked, Non-Parcipang, Individual, Health Insurance Plan) LIC's Jeevan Arogya is a unique non-parcipang non-linked plan which provides health insurance cover against certain specified health risks and provides you with mely support in case of medical emergencies and helps you and your family remain financiallyindependentindifficultmes. Health has been a major concern on everybody's mind, including yours. In these days ofskyrockengmedicalexpenses,whenafamilymemberisill,itisatraumacmefor the rest of the family. As a caring person, you do not want to let any unfortunate incident to affect your plans for you and your family. So why let any medical emergenciessha eryourpeaceofmind. LIC'sJeevanArogyagivesyou: • Valuablefinancialproteconincaseofhospitalisaon,surgeryetc • IncreasingHealthcovereveryyear • Lumpsumbenefitirrespecveofactualmedicalcosts • Noclaimbenefit • Flexiblebenefitlimittochoosefrom • Flexiblepremiumpaymentopons •
  Okay, let me tackle this. The user wants two high-quality, diverse questions based on the given insurance policy context. First, I need to understand the context thoroughly.	Each of the insured are covered for risks up to age (80). Children are insured up Health toage25years. • Hospitalcashbenefit(HCB) • MajorSurgicalBenefit(MSB) • DayCareProcedureBenefit • OtherSurgicalBenefit • AmbulanceBenefit • PremiumwaiverBenefit(PWB) A) HospitalCashBenefit: due to If you or any of the insured lives covered under the policy is hospitalised Accidental Body Injury or Sickness and the stay in hospital exceeds a connuous periodof24hours,thenforanyconnuousperiodof24hoursorpartthereof, 1. Benefits offered under the plan are

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "MultipleNegativesRankingLoss",
      "matryoshka_dims": [
          384,
          256,
          128,
          64
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• per_device_train_batch_size: 10
• per_device_eval_batch_size: 10
• num_train_epochs: 5
• multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

• do_predict: False
• prediction_loss_only: True
• per_device_train_batch_size: 10
• per_device_eval_batch_size: 10
• gradient_accumulation_steps: 1
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 5e-05
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1
• num_train_epochs: 5
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: None
• warmup_ratio: None
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• enable_jit_checkpoint: False
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• use_cpu: False
• seed: 42
• data_seed: None
• bf16: False
• fp16: False
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: -1
• ddp_backend: None
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: False
• ignore_data_skip: False
• fsdp: []
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• parallelism_config: None
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch_fused
• optim_args: None
• group_by_length: False
• length_column_name: length
• project: huggingface
• trackio_space_id: trackio
• 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
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: None
• hub_always_push: False
• hub_revision: None
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_for_metrics: []
• eval_do_concat_batches: True
• auto_find_batch_size: False
• full_determinism: False
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• include_num_input_tokens_seen: no
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• liger_kernel_config: None
• eval_use_gather_object: False
• average_tokens_across_devices: True
• use_cache: False
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: round_robin
• router_mapping: {}
• learning_rate_mapping: {}

Training Logs

Epoch	Step	cosine_ndcg@10
1.0	2	0.0742
2.0	4	0.0742
3.0	6	0.0742
4.0	8	0.0742
5.0	10	0.0743

Training Time

• Training: 4.9 seconds

Framework Versions

• Python: 3.12.13
• Sentence Transformers: 5.4.1
• Transformers: 5.0.0
• PyTorch: 2.10.0+cu128
• Accelerate: 1.13.0
• Datasets: 4.8.5
• Tokenizers: 0.22.2

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",
}

MatryoshkaLoss

@misc{kusupati2024matryoshka,
    title={Matryoshka Representation Learning},
    author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
    year={2024},
    eprint={2205.13147},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}

MultipleNegativesRankingLoss

@misc{oord2019representationlearningcontrastivepredictive,
      title={Representation Learning with Contrastive Predictive Coding},
      author={Aaron van den Oord and Yazhe Li and Oriol Vinyals},
      year={2019},
      eprint={1807.03748},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/1807.03748},
}