Model: surajvbangera/mediclaim_embedding
Author: surajvbangera
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, mpnet, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:956, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, dataset:surajvbangera/mediclaim, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:sentence-transformers/multi-qa-mpnet-base-cos-v1, base_model:finetune:sentence-transformers/multi-qa-mpnet-base-cos-v1, model-index, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/multi-qa-mpnet-base-cos-v1
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:956, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/multi-qa-mpnet-base-cos-v1
widget: source_sentence: Does my insurance policy exclude medical costs for the first 30 days' illness, but cover accident-related claims?
sentences: any notice for renewal. 
b.  Renewal shall not be denied on the ground that the insured person had made a claim or claims in the preceding 
policy years., • Minimum entry age for proposer/ spouse/ dependent parents  - 18 years
• Maximum Entry Age for proposer/ spouse/ dependent parents - 80 years
• Minimum Entry age for dependent Children - 3 months
• Maximum Entry Age for dependent Children -  25 years, a.  Expenses related to the treatment of any illness within 30 days from the first policy commencement date shall 
be excluded except claims arising due to an accident, provided the same are covered., source_sentence: I have a pre-authorization for a procedure, what should I bring along when I get admitted to the hospital to avoid paying the medical bills?
sentences: Obesity/ Weight Control 
Change of Gender treatments
Cosmetic or plastic Surgery 
Hazardous or Adventure sports 
Breach of law 
Excluded Providers
Substance Abuse and Alcohol 
Wellness and Rejuvenation 
Dietary Supplements & 
Substances, 56-60 11,950 12,760 7,874 18,887 13,573 9,243 17,848 13,162 21,348 16,437 11,308 24,345 18,177 13,206 35,360 29,906 24,726
61-65 14,352 15,319 9,444 22,688 16,298 11,089 21,442 15,804 25,652 19,744 13,571 29,256 21,833 15,852 42,495 35,932 29,699, specified must be produced to the Network Hospital identified in the pre-authorization letter at the time of Y our 
admission to the same.
iii.  If the procedure above is followed, Y ou will not be required to directly pay for the Medical Expenses above, source_sentence: Can you tell me the range of insured sum for a 4 member family in INR?
sentences: i. Obesity-related cardiomyopathy
   ii. Coronary heart disease
   iii. Severe Sleep Apnea
   iv. Uncontrolled T ype2 Diabetes
7.  Change-of-gender treatments: (Excl07), Age/
deduc-
tible
200000 200000 300000 200000 300000 500000 300000 500000 300000 500000 1000000 300000 500000 1000000 300000 500000 1000000
21-25 5,010 5,361 3,326 7,906 5,695 3,899 7,466 5,523 8,918 6,882 4,759 10,163 7,610 5,553 14,756 12,498 10,354, CIN: U66010PN2000PLC015329, UIN:BAJHLIP23069V032223    13
FAMILY SIZE: 4 MEMBER
Sum 
Insured 
(in INR)
300000 500000 1000000 1500000 2000000 2500000 5000000
Age/
deduc-
tible, source_sentence: Does IRDAI have rules on portability that let someone who's been continuously insured under any health policy from an Indian general or health insurer carry over waiting period benefits?
sentences: ◼ WHAT ARE THE EXCLUSIONS AND WAITING PERIOD UNDER THE POLICY?
I. Waiting Period
A. Pre-Existing Diseases - Code- Excl01
a.  Expenses related to the treatment of a pre-existing Disease (PED) and its direct complications shall be excluded, has been continuously covered without any lapses under any health insurance policy with an Indian General/
Health insurer, the proposed insured person will get the accrued continuity benefits in waiting periods as per 
IRDAI guidelines on portability., Cumulative Bonus:
 For every claim free policy year, there will be increase of 10% of 
the Sum Insured, maximum up to 100%. If a claim is made in any 
particular Policy Year, the Cumulative Bonus accrued shall not be 
reduced.
SBIG Health Super T op-Up,, source_sentence: what kind of coverage is provided by insurance for medical expenses that go beyond the normal amount?
sentences: Enhances any existing health policy from any insurance provider 
- corporate or personal, Age/
deduc-
tible
200000 200000 300000 200000 300000 500000 300000 500000 300000 500000 1000000 300000 500000 1000000 300000 500000 1000000
21-25 6,544 7,011 4,345 10,389 7,490 5,127 9,839 7,283 11,767 9,087 6,289 13,419 10,054 7,343 19,518 16,543 13,717, health insurance cover and provides wider health protection for you and your family. In case of higher expenses 
due to illness or accidents, Extra Care Plus policy takes care of the additional expenses. It is important to consider
datasets: surajvbangera/mediclaim
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/multi-qa-mpnet-base-cos-v1
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.3020833333333333
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8020833333333334
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.875
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9583333333333334
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3020833333333333
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2673611111111111
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17499999999999996
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09583333333333333
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3020833333333333
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8020833333333334
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.875
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9583333333333334
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6497808285407043
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5484209656084658
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5512795209742883
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0.28125
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.78125
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.875
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9479166666666666
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.28125
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2604166666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17499999999999996
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09479166666666665
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.28125
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.78125
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.875
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9479166666666666
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6294431516700937
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5250578703703704
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5287000615125614
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.3020833333333333
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7916666666666666
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8854166666666666
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9375
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3020833333333333
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2638888888888889
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1770833333333333
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09375
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3020833333333333
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7916666666666666
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8854166666666666
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9375
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6396822227743622
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5409846230158731
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5445532958553793
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.2708333333333333
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.78125
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.84375
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9479166666666666
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.2708333333333333
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2604166666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16874999999999996
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09479166666666666
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.2708333333333333
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.78125
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.84375
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9479166666666666
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6229142362169651
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5167080026455027
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5187267142104471
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0.25
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7291666666666666
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8333333333333334
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9166666666666666
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.25
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.24305555555555558
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16666666666666666
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09166666666666666
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.25
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7291666666666666
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8333333333333334
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9166666666666666
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5921613565527261
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.486338458994709
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.49077409326175775
name: Cosine Map@100
verified: no
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Created: 2025-03-11 08:40:34