Model: ethanteh/bge-base-insurance-matryoshka
Author: ethanteh
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:739, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:BAAI/bge-base-en-v1.5, base_model:finetune:BAAI/bge-base-en-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:739, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: A-Life MediFlex Our Total Health Solution is built upon the 3 essential pillars – Live Well, Protect Well and Get Well that prioritises your health and well-being. You can LIVE WELL by proactively taking care of your health, PROTECT WELL by having adequate coverage PROTECT WELL against unexpected medical expenses and GET WELL by receiving prompt and quality services. With our plan, you can have peace of mind, knowing that you’re protected from the financial burden of rising medical costs. Benefits at a glance Pre-Hospitalisation Hospitalisation We cover your Prior to your hospital expenses hospitalisation, we including hospital will cover the cost of your diagnostic tests, room and board, A-Life MediFlex provides a complete and hospital supplies and consultations, services, surgical medical treatments, affordable Total Health Solution and medications. procedures, operating theatre cost, anesthe- siologists and LIVE WELL physicians’ fees, and other necessary Health Rewards with AIA Vitality medical costs. Join AIA Vitality1 to enjoy the additional benefits of Health Rewards without having to pay Additionally, we cover additional premiums. Earn AIA Vitality points for every effort you make to stay healthy. The more one guardian to points you earn, the higher your AIA Vitality status, the better your rewards. The Health Rewards accompany you you can enjoy include: (for both junior and Bronze Silver Gold Platinum senior customer) during your hospital +50% +100% stay. Hospital
sentences: What types of alternative therapies are excluded from coverage under the GREAT Medic Lite Secure plan?, What should I do if I'm unsure about something related to a rider on my insurance policy?, What types of pre-hospitalisation expenses does A-Life MediFlex cover?, source_sentence: Immune Deﬁciency Syndrome) or ARC (AIDS Related Complex) and HIV (Human Immunodeﬁciency Virus) related

diseases, and any communicable diseases that require quarantine by law except for COVID-19 disease for Life Assured

who is fully vaccinated or ineligible unvaccinated;

Note: This list is non-exhaustive. Please refer to the policy contract for the full list of exclusions under this plan.

Any treatment or surgical operation for congenital conditions or deformities including hereditary conditions;

8. Pregnancy, childbirth (including surgical delivery), miscarriage, abortion and prenatal or postnatal care and surgical,

mechanical or chemical contraceptive methods of birth control or treatment pertaining to perimenopause or

menopause, fertility or subfertility or infertility. Erectile dysfunction and tests or treatment related to impotence or

sterilisation;

Hospitalisation primarily for investigatory purposes, diagnosis, x-ray examination, general physical or medical

examinations, not incidental to treatment or diagnosis of a covered Disability or any treatment which is not Medically

Necessary and any preventive treatments, preventive medicines or examinations carried out by a Physician, and

treatments speciﬁcally for weight reduction or gain;

10. Suicide, attempted suicide or intentionally self-inﬂicted Injury, while sane or insane;

War or any act of war, declared or undeclared, criminal or terrorist activities, active duty in any armed forces, direct
sentences: What types of medical procedures or treatments are typically not covered under this plan?, How can I contact AIA Bhd. if I have questions about their insurance plans or to learn about other similar plans?, What organization provides protection for benefits payable from the unit portion of Great Eastern Life Assurance (Malaysia) Berhad's policies?, source_sentence: Female Smoker

Age Monthly Quarterly Semi- Annual Annual Age Monthly Quarterly Semi- Annual Annual 16 0.05046 0.14935 0.29870 0.58000 44 0.77256 2.28660 4.57320 8.88000 17 0.05568 0.16480 0.32960 0.64000 45 0.84912 2.51320 5.02640 18 0.06090 0.18025 0.36050 0.70000 46 0.93786 2.77585 19 0.06612 0.19570 0.39140 0.76000 47 1.00920 2.98700 20 0.07308 0.21630 0.43260 0.84000 48 1.05966 3.13635 21 0.08178 0.24205 0.48410 0.94000 49 1.11534 3.30115 22 0.09222 0.27295 0.54590 1.06000 50 1.17972 3.49170 23 0.10092 0.29870 0.59740 1.16000 51 1.24758 3.69255 24 0.10962 0.32445 0.64890 1.26000 52 1.32762 3.92945 25 0.12006 0.35535 0.71070 1.38000 53 1.41636 4.19210 26 0.12702 0.37595 0.75190 1.46000 54 1.51380 4.48050 27 0.13746 0.40685 0.81370 1.58000 55 1.61820 4.78950 28 0.14964 0.44290 0.88580 1.72000 56* 1.73130 29 0.16530 0.48925 0.97850 1.90000 57* 1.83570 30 0.18270 0.54075 1.08150 2.10000 58* 1.92966 31 0.20358 0.60255 1.20510 2.34000 59* 2.02884 32 0.22446 0.66435 1.32870 2.58000 60* 2.15064 33 0.24708 0.73130 1.46260 2.84000 61* 2.28462 34 0.27144 0.80340 1.60680 3.12000 62* 2.43252 35 0.30102 0.89095 1.78190 3.46000 63* 2.60130 36 0.33756 0.99910 1.99820 3.88000 64* 2.78748 37 0.37410 1.10725 2.21450 4.30000 65* 2.86665 38 0.41586 1.23085 2.46170 4.78000 66* 2.94582 39 0.46110 1.36475 2.72950 5.30000 67* 3.17724 40 0.51330 1.51925 3.03850 5.90000 68* 41 0.57072 1.68920 3.37840 6.56000 69* 42 0.63510 1.87975 3.75950 7.30000 70* 43 0.69948 2.07030 4.14060 8.04000

9.76000
sentences: What conditions are listed as having specified severity impacting claims?, Under what circumstances will a claim for a critical illness event be denied by the A-Plus Beyond Critical Shield and A-Plus Beyond Early Critical Shield plans?, What is the annual cost of insurance for a 25-year-old female smoker?, source_sentence: FREQUENTLY ASKED QUESTIONS

Q: What is A-Plus Health 2?

A: A-Plus Health 2 is an optional add-on benefit (“rider”) that you can attach to AIA’s regular premium Investment-Linked Insurance plan. Not only does it provide you with comprehensive health coverage, it is also a complete health solution that supports you from prevention to hospitalisation, and ultimately, recovery.

On top of this, A-Plus Health 2 also rewards you for your efforts to stay healthy:

Health Wallet: Depending on the plan you have chosen, an amount will be added to your Health Wallet at the end of the year, provided no claim has been made in the previous year, up to a total of 10 times. The Health Wallet gives you the following extra benefits: • health screening and vaccination,

• coverage for congenital conditions and elective/ plastic/ cosmetic surgery due to accident or cancer, • external prosthetics such as an artificial limb or hearing aids,

• recovery care for cancer, stroke and heart attack,

• psychiatric consultation for covered mental conditions, and

• additional death coverage.

Health Rewards: Health Rewards are benefits provided when you sign up as an AIA Vitality member and purchase a policy with A-Plus Health 2. Your Health Rewards may vary depending on your AIA Vitality Status when making a claim.
sentences: Does the Daily Guardian policy apply to both junior and senior individuals?, How much would the quarterly insurance cost be for a 40-year-old female smoker?, How does the A-Plus Health 2 Health Wallet work, and what benefits does it provide?, source_sentence: Be in control with Active Pricing

Sam, age 35 years, purchases PRUMillion Med Active medical plan. With Active Pricing, Sam pays less premiums when he claims less.

Sam will enjoy an instant discount of 15% on the medical insurance charges, paying a monthly premium of only RM229 throughout the policy term if there are no claims made and approved.

In the event Sam makes a claim of less than RM5,000

Stack-Up Level Year 8: Premium temporarily increases to RM250 Base Level Year 7: Sam makes a claim of RM 250 Year 9 & onwards: discounted RM4,800 and is approved premium continues at RM229 Discount Level RM 229 RM 229 RM 229 RM 229 RM 229 RM 229 RM 229 RM 229 ...... Year 1 2 3... 7 8 9 10 11 12...

In the event Sam makes a claim of RM5,000 or more

Year 4 & 5: Premiums temporarily increase to RM287 Year 6: Premium lowers down to RM250 Stack-Up Level RM 287 RM 287 Base Level Year 3: Sam was hospitalised with a serious illness and made a claim of RM80,000 and is approved RM 250 Year 7 & onwards: discounted premium continues at RM229 Discount Level RM 229 RM 229 RM 229 RM 229 RM 229 RM 229 Year 1 2 3 4 5 6 7 8 9... ...
sentences: What is the maximum number of days covered by the Daily Guardian policy per policy year?, What happens to Sam's premium if he makes a claim of less than RM5,000 with PRUMillion Med Active?, What are the premiums for a RM1,000 sum assured for a 28-year-old male non-smoker?
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: BGE base Health Insurance Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.04819277108433735
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5180722891566265
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6506024096385542
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8554216867469879
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.04819277108433735
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.17269076305220885
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1301204819277108
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08554216867469878
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.04819277108433735
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5180722891566265
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6506024096385542
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8554216867469879
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.46750364462676813
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.34231688659399506
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.34879717832258345
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: 0.060240963855421686
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5301204819277109
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6385542168674698
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8072289156626506
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.060240963855421686
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.17670682730923695
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.12771084337349395
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08072289156626504
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.060240963855421686
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5301204819277109
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6385542168674698
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8072289156626506
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4554289332664655
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.34099254159495124
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3511189950431993
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: 0.060240963855421686
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4939759036144578
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6626506024096386
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8072289156626506
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.060240963855421686
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.16465863453815263
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.13253012048192767
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08072289156626504
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.060240963855421686
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4939759036144578
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6626506024096386
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8072289156626506
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4500390905401828
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.33423694779116464
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.34406150061713486
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: 0.04819277108433735
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5060240963855421
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6144578313253012
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8192771084337349
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.04819277108433735
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.1686746987951807
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.12289156626506023
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08192771084337348
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.04819277108433735
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5060240963855421
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6144578313253012
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8192771084337349
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.44397847573997856
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3237951807228916
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3304065685771456
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: 0.08433734939759036
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4578313253012048
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5783132530120482
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7349397590361446
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.08433734939759036
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.15261044176706828
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.11566265060240961
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07349397590361444
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.08433734939759036
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4578313253012048
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5783132530120482
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7349397590361446
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.42044422108066687
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.31909064830751577
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3296983062992754
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 61
Created: 2025-02-02 06:16:59