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README.md

@@ -4,76 +4,645 @@ tags:
 - sentence-similarity
 - feature-extraction
 - generated_from_trainer
-- dataset_size:10
+- dataset_size:20
 - loss:MatryoshkaLoss
 - loss:MultipleNegativesRankingLoss
 base_model: nomic-ai/nomic-embed-text-v1.5
 widget:
-- source_sentence: Does the AYUSH treatment center have to be registered with local
-    authorities to be eligible for the insurance policy?
+- source_sentence: How can I contact my LIC agent or nearest branch according to the
+    provided instructions?
   sentences:
-  - "1 of 14\nUnique Identification No.: SHAHLIP25037V082425\nStar Comprehensive Insurance\
-    \ Policy\nPOL / COMP / V.22/ 2024\nPREAMBLE\nThe proposal, declaration and other\
-    \ documents if any given by the proposer shall be the \nbasis of this Contract\
-    \ and is deemed to be incorporated herein.\nI. DEFINITIONS\n                 \
-    \                                                                            \n\
-    STANDARD DEFINITIONS\nAccident: An accident means sudden, unforeseen and involuntary\
-    \ event caused by \nexternal, visible and violent means.\nAny one illness: Any\
-    \ one illness means continuous period of illness and includes relapse \nwithin\
-    \ 45 days from the date of last consultation with the Hospital/Nursing Home where\
-    \ \ntreatment was taken."
-  - "treatment was taken.\nAYUSH Day Care Centre: AYUSH Day Care Centre means and\
-    \ includes Community \nHealth Centre (CHC), Primary Health Centre (PHC), Dispensary,\
-    \ Clinic, Polyclinic or any \nsuch health centre which is registered with the\
-    \ local authorities, wherever applicable and \nhaving facilities for carrying\
-    \ out treatment procedures and medical or surgical/para-surgical \ninterventions\
-    \ or both under the supervision of registered AYUSH Medical Practitioner (s) on\
-    \ \nday care basis without in-patient services and must comply with all the following\
-    \ criterion:\ni. \nHaving qualified registered AYUSH Medical Practitioner(s) in\
-    \ charge;\nii. \nHaving dedicated AYUSH therapy sections as required and/or has\
-    \ equipped"
-  - "recognized system of medicine, registered with the local authorities, wherever\
-    \ \napplicable, and is under the supervision of a qualified registered AYUSH Medical\
-    \ \nPractitioner and must comply with all the following criterion:\ni. \nHaving\
-    \ at least 5 in-patient beds;\nii. \nHaving qualified AYUSH Medical Practitioner\
-    \ in charge round the clock;\niii. Having dedicated AYUSH therapy sections as\
-    \ required and/or has equipped \noperation theatre where surgical procedures are\
-    \ to be carried out;\niv. Maintaining daily records of the patients and making\
-    \ them accessible to the \ninsurance company's authorized representative.\nAYUSH\
-    \ Treatment: AYUSH Treatment refers to the medical and / or hospitalization"
-- source_sentence: Is it mandatory for the AYUSH treatment center to have a dedicated
-    AYUSH therapy section or an equipped operation theatre to be considered a recognized
-    system of medicine under the insurance policy?
+  - 'Contact your LIC agent or nearest branch or
+
+    visit our website
+
+    or
+
+    www.licindia.in
+
+    SMS
+
+    to
+
+    , (e.g. Mumbai.’)
+
+    ‘YOUR CITY NAME’
+
+    566773'
+  - '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.'
+  - '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: How does the premium for a spouse (female) change as the age at
+    entry increases from 20 to 50 years?
+  sentences:
+  - 'Benefit to the Applicable Daily Benefit of the previous Policy Year. Such increase
+    in
+
+    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'
+  - '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:'
+  - '(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)'
+- source_sentence: Which additional benefits are stated to be payable depending on
+    the chosen daily Hospital Cash Benefit?
+  sentences:
+  - '` 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 (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:'
+  - '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
+
+    •
+
+    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'
+- source_sentence: If a policyholder selects a daily Hospital Cash Benefit of 3000
+    per day, what will be the Initial Major Surgical Benefit sum assured?
+  sentences:
+  - '` 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 (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'
+  - '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
+
+    •
+
+    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)'
+- source_sentence: How is the Initial Daily Benefit (the Applicable Daily Benefit
+    for the first policy year) determined and stated in the policy schedule?
   sentences:
-  - "treatments given under 'Ayurveda, Yoga and Naturopathy, Unani, Siddha and \n\
-    Homeopathy systems’\nBreak in policy: \"Break in policy\" means the period of\
-    \ gap that occurs at the end of the \nexisting policy term/installment premium\
-    \ due date, when the premium due for renewal on a \ngiven policy or installment\
-    \ premium due is not paid on or before the premium renewal date \nor grace period.\n\
-    Cashless facility: Cashless facility means a facility extended by the insurer\
-    \ to the insured \nwhere the payments, of the costs of treatment undergone by\
-    \ the insured in accordance \nwith the policy terms and conditions, are directly\
-    \ made to the network provider by the \ninsurer to the extent pre-authorization\
-    \ is approved."
-  - "treatments given under 'Ayurveda, Yoga and Naturopathy, Unani, Siddha and \n\
-    Homeopathy systems’\nBreak in policy: \"Break in policy\" means the period of\
-    \ gap that occurs at the end of the \nexisting policy term/installment premium\
-    \ due date, when the premium due for renewal on a \ngiven policy or installment\
-    \ premium due is not paid on or before the premium renewal date \nor grace period.\n\
-    Cashless facility: Cashless facility means a facility extended by the insurer\
-    \ to the insured \nwhere the payments, of the costs of treatment undergone by\
-    \ the insured in accordance \nwith the policy terms and conditions, are directly\
-    \ made to the network provider by the \ninsurer to the extent pre-authorization\
-    \ is approved."
-  - "recognized system of medicine, registered with the local authorities, wherever\
-    \ \napplicable, and is under the supervision of a qualified registered AYUSH Medical\
-    \ \nPractitioner and must comply with all the following criterion:\ni. \nHaving\
-    \ at least 5 in-patient beds;\nii. \nHaving qualified AYUSH Medical Practitioner\
-    \ in charge round the clock;\niii. Having dedicated AYUSH therapy sections as\
-    \ required and/or has equipped \noperation theatre where surgical procedures are\
-    \ to be carried out;\niv. Maintaining daily records of the patients and making\
-    \ them accessible to the \ninsurance company's authorized representative.\nAYUSH\
-    \ Treatment: AYUSH Treatment refers to the medical and / or hospitalization"
+  - '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
+
+    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)'
+  - 'emergenciessha eryourpeaceofmind.
+
+    LIC''sJeevanArogyagivesyou:
+
+    •
+
+    Valuablefinancialproteconincaseofhospitalisaon,surgeryetc
+
+    •
+
+    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'
+  - 'provided any such part
+
+    exceeds a connuous period of 4 hours (aer having
+
+    stay
+
+    completed the 24 hours as above) in a non-ICU ward/room of a hospital, an
+
+    amount equal to the Applicable Daily Benefit (ADB) available under the policy
+
+    during that policy year shall be payable subject to benefit limits and condions
+
+    menonedinPara11A)andexclusionsmenonedinPara15below.
+
+    During the first
+
+    of cover commencement in respect of each insured, the
+
+    year
+
+    ApplicableDailyBenefitshallbetheInialDailyBenefitamountchosenbyyouand
+
+    menonedinthepolicySchedule.
+
+    Theamountof DBforeachpolicyyear,aerthefirstpolicyyear,shallconsistof2parts:
+
+    A
+
+
+    An arithmec addion of an amount equal to 5% (five percent) of the Inial Daily'
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 metrics:
@@ -103,49 +672,49 @@ model-index:
       type: unknown
     metrics:
     - type: cosine_accuracy@1
-      value: 0.7156862745098039
+      value: 0.5454545454545454
       name: Cosine Accuracy@1
     - type: cosine_accuracy@3
-      value: 0.8529411764705882
+      value: 0.7727272727272727
       name: Cosine Accuracy@3
     - type: cosine_accuracy@5
-      value: 0.9509803921568627
+      value: 0.9090909090909091
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 0.9803921568627451
+      value: 1.0
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.7156862745098039
+      value: 0.5454545454545454
       name: Cosine Precision@1
     - type: cosine_precision@3
-      value: 0.284313725490196
+      value: 0.2575757575757575
       name: Cosine Precision@3
     - type: cosine_precision@5
-      value: 0.1901960784313725
+      value: 0.18181818181818185
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.09803921568627448
+      value: 0.10000000000000003
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.7156862745098039
+      value: 0.5454545454545454
       name: Cosine Recall@1
     - type: cosine_recall@3
-      value: 0.8529411764705882
+      value: 0.7727272727272727
       name: Cosine Recall@3
     - type: cosine_recall@5
-      value: 0.9509803921568627
+      value: 0.9090909090909091
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 0.9803921568627451
+      value: 1.0
       name: Cosine Recall@10
     - type: cosine_ndcg@10
-      value: 0.8455407985724228
+      value: 0.773062927015556
       name: Cosine Ndcg@10
     - type: cosine_mrr@10
-      value: 0.8020541549953313
+      value: 0.7011363636363636
       name: Cosine Mrr@10
     - type: cosine_map@100
-      value: 0.8029051898537192
+      value: 0.7011363636363636
       name: Cosine Map@100
 ---
 
@@ -198,9 +767,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("sentence_transformers_model_id")
 # Run inference
 sentences = [
-    'Is it mandatory for the AYUSH treatment center to have a dedicated AYUSH therapy section or an equipped operation theatre to be considered a recognized system of medicine under the insurance policy?',
-    "recognized system of medicine, registered with the local authorities, wherever \napplicable, and is under the supervision of a qualified registered AYUSH Medical \nPractitioner and must comply with all the following criterion:\ni. \nHaving at least 5 in-patient beds;\nii. \nHaving qualified AYUSH Medical Practitioner in charge round the clock;\niii. Having dedicated AYUSH therapy sections as required and/or has equipped \noperation theatre where surgical procedures are to be carried out;\niv. Maintaining daily records of the patients and making them accessible to the \ninsurance company's authorized representative.\nAYUSH Treatment: AYUSH Treatment refers to the medical and / or hospitalization",
-    'treatments given under \'Ayurveda, Yoga and Naturopathy, Unani, Siddha and \nHomeopathy systems’\nBreak in policy: "Break in policy" means the period of gap that occurs at the end of the \nexisting policy term/installment premium due date, when the premium due for renewal on a \ngiven policy or installment premium due is not paid on or before the premium renewal date \nor grace period.\nCashless facility: Cashless facility means a facility extended by the insurer to the insured \nwhere the payments, of the costs of treatment undergone by the insured in accordance \nwith the policy terms and conditions, are directly made to the network provider by the \ninsurer to the extent pre-authorization is approved.',
+    'How is the Initial Daily Benefit (the Applicable Daily Benefit for the first policy year) determined and stated in the policy schedule?',
+    'provided any such part\nexceeds a connuous period of 4 hours (aer having\nstay\ncompleted the 24 hours as above) in a non-ICU ward/room of a hospital, an\namount equal to the Applicable Daily Benefit (ADB) available under the policy\nduring that policy year shall be payable subject to benefit limits and condions\nmenonedinPara11A)andexclusionsmenonedinPara15below.\nDuring the first\nof cover commencement in respect of each insured, the\nyear\nApplicableDailyBenefitshallbetheInialDailyBenefitamountchosenbyyouand\nmenonedinthepolicySchedule.\nTheamountof DBforeachpolicyyear,aerthefirstpolicyyear,shallconsistof2parts:\nA\n\nAn arithmec addion of an amount equal to 5% (five percent) of the Inial Daily',
+    'Periodwithoutanymaximumlimit.\nFor members\nsubsequently under the policy, the benefit in the first year\nincluded\nshall be equal to Inial Daily Benefit amount and thereaer the Applicable Daily\nBenefitshallincreaseasabove.\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)',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -209,9 +778,9 @@ print(embeddings.shape)
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
-# tensor([[1.0000, 0.8472, 0.6692],
-#         [0.8472, 1.0000, 0.6362],
-#         [0.6692, 0.6362, 1.0000]])
+# tensor([[1.0000, 0.6203, 0.6283],
+#         [0.6203, 1.0000, 0.8679],
+#         [0.6283, 0.8679, 1.0000]])
 ```
 <!--
 ### Direct Usage (Transformers)
@@ -247,21 +816,21 @@ You can finetune this model on your own dataset.
 
 | Metric              | Value      |
 |:--------------------|:-----------|
-| cosine_accuracy@1   | 0.7157     |
-| cosine_accuracy@3   | 0.8529     |
-| cosine_accuracy@5   | 0.951      |
-| cosine_accuracy@10  | 0.9804     |
-| cosine_precision@1  | 0.7157     |
-| cosine_precision@3  | 0.2843     |
-| cosine_precision@5  | 0.1902     |
-| cosine_precision@10 | 0.098      |
-| cosine_recall@1     | 0.7157     |
-| cosine_recall@3     | 0.8529     |
-| cosine_recall@5     | 0.951      |
-| cosine_recall@10    | 0.9804     |
-| **cosine_ndcg@10**  | **0.8455** |
-| cosine_mrr@10       | 0.8021     |
-| cosine_map@100      | 0.8029     |
+| cosine_accuracy@1   | 0.5455     |
+| cosine_accuracy@3   | 0.7727     |
+| cosine_accuracy@5   | 0.9091     |
+| cosine_accuracy@10  | 1.0        |
+| cosine_precision@1  | 0.5455     |
+| cosine_precision@3  | 0.2576     |
+| cosine_precision@5  | 0.1818     |
+| cosine_precision@10 | 0.1        |
+| cosine_recall@1     | 0.5455     |
+| cosine_recall@3     | 0.7727     |
+| cosine_recall@5     | 0.9091     |
+| cosine_recall@10    | 1.0        |
+| **cosine_ndcg@10**  | **0.7731** |
+| cosine_mrr@10       | 0.7011     |
+| cosine_map@100      | 0.7011     |
 
 <!--
 ## Bias, Risks and Limitations
@@ -281,19 +850,19 @@ You can finetune this model on your own dataset.
 
 #### Unnamed Dataset
 
-* Size: 10 training samples
+* Size: 20 training samples
 * Columns: <code>sentence_0</code> and <code>sentence_1</code>
-* Approximate statistics based on the first 10 samples:
-  |         | sentence_0                                                                        | sentence_1                                                                           |
-  |:--------|:----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
-  | type    | string                                                                            | string                                                                               |
-  | details | <ul><li>min: 13 tokens</li><li>mean: 25.9 tokens</li><li>max: 39 tokens</li></ul> | <ul><li>min: 137 tokens</li><li>mean: 142.4 tokens</li><li>max: 149 tokens</li></ul> |
+* Approximate statistics based on the first 20 samples:
+  |         | sentence_0                                                                         | sentence_1                                                                          |
+  |:--------|:-----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
+  | type    | string                                                                             | string                                                                              |
+  | details | <ul><li>min: 19 tokens</li><li>mean: 29.65 tokens</li><li>max: 56 tokens</li></ul> | <ul><li>min: 44 tokens</li><li>mean: 173.0 tokens</li><li>max: 226 tokens</li></ul> |
 * Samples:
-  | sentence_0                                                                                                                                                                 | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
-  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>What are the requirements for a hospital to be considered a Central or State Government AYUSH Hospital?</code>                                                       | <code>operation theatre where surgical procedures are to be carried out;<br>iii. Maintaining daily records of the patients and making them accessible to the insurance <br>company's authorized representative.<br>AYUSH Hospital: An AYUSH Hospital is a healthcare facility wherein medical/surgical/ <br>para-surgical treatment procedures and interventions are carried out by AYUSH Medical <br>Practitioner(s) comprising of any of the following:<br>a. <br>Central or State Government AYUSH Hospital; or<br>b. <br>Teaching hospital attached to AYUSH College recognized by the Central <br>Government/Central Council of Indian Medicine/Central Council for Homeopathy; or<br>c. <br>AYUSH Hospital, standalone or co-located with in-patient healthcare facility of any</code> |
-  | <code>Are treatments given under 'Ayurveda, Yoga and Naturopathy, Unani, Siddha and Homeopathy systems' eligible for cashless facility under this insurance policy?</code> | <code>treatments given under 'Ayurveda, Yoga and Naturopathy, Unani, Siddha and <br>Homeopathy systems’<br>Break in policy: "Break in policy" means the period of gap that occurs at the end of the <br>existing policy term/installment premium due date, when the premium due for renewal on a <br>given policy or installment premium due is not paid on or before the premium renewal date <br>or grace period.<br>Cashless facility: Cashless facility means a facility extended by the insurer to the insured <br>where the payments, of the costs of treatment undergone by the insured in accordance <br>with the policy terms and conditions, are directly made to the network provider by the <br>insurer to the extent pre-authorization is approved.</code>                      |
-  | <code>Does the AYUSH Day Care Centre have a dedicated AYUSH therapy section as required?</code>                                                                            | <code>treatment was taken.<br>AYUSH Day Care Centre: AYUSH Day Care Centre means and includes Community <br>Health Centre (CHC), Primary Health Centre (PHC), Dispensary, Clinic, Polyclinic or any <br>such health centre which is registered with the local authorities, wherever applicable and <br>having facilities for carrying out treatment procedures and medical or surgical/para-surgical <br>interventions or both under the supervision of registered AYUSH Medical Practitioner (s) on <br>day care basis without in-patient services and must comply with all the following criterion:<br>i. <br>Having qualified registered AYUSH Medical Practitioner(s) in charge;<br>ii. <br>Having dedicated AYUSH therapy sections as required and/or has equipped</code>                |
+  | sentence_0                                                                                                                                                                                                                      | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
+  |:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>Which specific benefits (e.g., Hospital Cash Benefit, Major Surgical Benefit, Day Care Procedure Benefit, etc.) are available to the insured if they are hospitalized for a continuous period of 24 hours or more?</code> | <code>65 years (last birthday)<br>75 (last birthday)<br>17 years (last  birthday)<br>Howlongareeachinsuredunderthispolicy?<br>Each of the insured are covered for<br>risks up to age (80). Children are insured up<br>Health<br>toage25years.<br>•<br>Hospitalcashbenefit(HCB)<br>•<br>MajorSurgicalBenefit(MSB)<br>•<br>DayCareProcedureBenefit<br>•<br>OtherSurgicalBenefit<br>•<br>AmbulanceBenefit<br>•<br>PremiumwaiverBenefit(PWB)<br>A) HospitalCashBenefit:<br>due to<br>If you or any of the insured lives covered under the policy is hospitalised<br>Accidental Body Injury or Sickness and the stay in hospital exceeds a connuous<br>periodof24hours,thenforanyconnuousperiodof24hoursorpartthereof,<br>1. Benefits offered under the plan are</code>                                                          |
+  | <code>What are the four daily Hospital Cash Benefit options available when choosing the initial Daily Benefit for the LIC Jeevan Arogya policy?</code>                                                                          | <code>emergenciessha eryourpeaceofmind.<br>LIC'sJeevanArogyagivesyou:<br>•<br>Valuablefinancialproteconincaseofhospitalisaon,surgeryetc<br>•<br>IncreasingHealthcovereveryyear<br>•<br>Lumpsumbenefitirrespecveofactualmedicalcosts<br>•<br>Noclaimbenefit<br>•<br>Flexiblebenefitlimittochoosefrom<br>•<br>Flexiblepremiumpaymentopons<br>•<br>Veryeasytochooseyourplan<br>Step 1<br>2<br>Step<br>Choose the level of Health cover you need<br>Work out the premium payable along with our Representave<br>Step 1: Choose the level of Health cover you need:<br>You can choose the amount of Inial Daily Benefit (i.e. the daily Hospital Cash Benefit<br>applicableinthefirstyearofthepolicy)asperyourneedfromoutofthefollowingchoices:<br>` 1000 per day<br>` 2000 per day<br>` 3000 per day<br>` 4000 per day</code> |
+  | <code>If a policyholder selects a daily Hospital Cash Benefit of 3000 per day, what will be the Initial Major Surgical Benefit sum assured?</code>                                                                              | <code>` 2000 per day<br>` 3000 per day<br>` 4000 per day<br>This is the amount that will be payable to you in the event of hospitalisaon in the first<br>year on a per day basis. The Major Surgical Benefit that you will be covered for will be<br>100 mes the Inial Daily Benefit you have chosen. Thus the inial Major Surgical<br>Benefit Sum Assured will be<br>1 lakh, 2 lakh, 3 lakh, 4 lakh respecvely. Other benefits<br>`<br>such as Day Care Procedure Benefit, Other Surgical Benefit and Premium waiver<br>Benefit (PWB) menoned below shall also be payable depending upon the daily<br>HospitalCashBenefitchosen.<br>Step 2: Work out the premium payable along with our representave<br>Your premium will depend on your age, gender, the Health cover opon you have</code>                                |
 * Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
   ```json
   {
@@ -429,11 +998,11 @@ You can finetune this model on your own dataset.
 ### Training Logs
 | Epoch | Step | cosine_ndcg@10 |
 |:-----:|:----:|:--------------:|
-| 1.0   | 1    | 0.8455         |
+| 1.0   | 2    | 0.7731         |
 
 
 ### Training Time
-- **Training**: 1.7 minutes
+- **Training**: 1.8 minutes
 
 ### Framework Versions
 - Python: 3.12.13

eval/Information-Retrieval_evaluation_results.csv

@@ -9,3 +9,8 @@ epoch,steps,cosine-Accuracy@1,cosine-Accuracy@3,cosine-Accuracy@5,cosine-Accurac
 3.0,3,0.7156862745098039,0.8529411764705882,0.9411764705882353,0.9803921568627451,0.7156862745098039,0.7156862745098039,0.284313725490196,0.8529411764705882,0.18823529411764703,0.9411764705882353,0.09803921568627448,0.9803921568627451,0.8014939309056954,0.8450160978479012,0.8023449657640833
 4.0,4,0.7156862745098039,0.8529411764705882,0.9411764705882353,0.9803921568627451,0.7156862745098039,0.7156862745098039,0.284313725490196,0.8529411764705882,0.18823529411764703,0.9411764705882353,0.09803921568627448,0.9803921568627451,0.8019841269841269,0.8454457424639684,0.8028351618425147
 5.0,5,0.7156862745098039,0.8529411764705882,0.9411764705882353,0.9803921568627451,0.7156862745098039,0.7156862745098039,0.284313725490196,0.8529411764705882,0.18823529411764703,0.9411764705882353,0.09803921568627448,0.9803921568627451,0.8019841269841269,0.8454457424639684,0.8028351618425147
+1.0,2,0.5454545454545454,0.7727272727272727,0.9090909090909091,1.0,0.5454545454545454,0.5454545454545454,0.2575757575757575,0.7727272727272727,0.18181818181818185,0.9090909090909091,0.10000000000000003,1.0,0.7011363636363636,0.773062927015556,0.7011363636363636
+2.0,4,0.5454545454545454,0.7727272727272727,0.9090909090909091,1.0,0.5454545454545454,0.5454545454545454,0.2575757575757575,0.7727272727272727,0.18181818181818185,0.9090909090909091,0.10000000000000003,1.0,0.7011363636363636,0.773062927015556,0.7011363636363636
+3.0,6,0.5454545454545454,0.7727272727272727,0.9090909090909091,1.0,0.5454545454545454,0.5454545454545454,0.2575757575757575,0.7727272727272727,0.18181818181818185,0.9090909090909091,0.10000000000000003,1.0,0.7011363636363636,0.773062927015556,0.7011363636363636
+4.0,8,0.5454545454545454,0.7727272727272727,0.9090909090909091,1.0,0.5454545454545454,0.5454545454545454,0.2575757575757575,0.7727272727272727,0.18181818181818185,0.9090909090909091,0.10000000000000003,1.0,0.7011363636363636,0.773062927015556,0.7011363636363636
+5.0,10,0.5454545454545454,0.7727272727272727,0.9090909090909091,1.0,0.5454545454545454,0.5454545454545454,0.2575757575757575,0.7727272727272727,0.18181818181818185,0.9090909090909091,0.10000000000000003,1.0,0.7011363636363636,0.773062927015556,0.7011363636363636

model.safetensors

@@ -1,3 +1,3 @@
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+oid sha256:1a83d8b8b66b12bcaccf4ffee5bed687ea9364c86d8a5cec645f96bb59e1d154
 size 546938168