Instructions to use shaurya23102/insurance-embedding-model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use shaurya23102/insurance-embedding-model with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("shaurya23102/insurance-embedding-model")

sentences = [
    "What items are to be subsumed into Procedure Charges?",
    "iii Any other Medical Expenses as a result of the harvesting from the organ donor iv Costs directly or indirectly associated with the acquisition of the donor s organ v Transplant of any organ tissue where the transplant is experimental or investigational vi Expenses related to organ transportation or preservation vii Expenses incurred by an Insured Person as a donor viii Any other medical treatment or complication in respect of the donor consequent to harvesting 11 Domiciliary Hospitalization We will cover the Medical Expenses incurred in respect of the Domiciliary Hospitalization of the Insured Person during the Policy Period provided that i The Domiciliary Hospitalization continues for at least 3 consecutive days in which case we will make payment under this Cover in respect of Medical Expenses incurred from the first day of Domiciliary Hospitalization We shall not be liable to pay for any claim under this Cover which arises directly or indirectly from or in connection with any of the following a Asthma bronchitis tonsillitis and upper respiratory tract infection including laryngitis and pharyngitis cough and cold influenza b Arthritis gout and rheumatism c Ailments of spine disc d Chronic nephritis and nephritic syndrome e Any liver disease f",
    "any admission primarily for diagnostics and evaluation purposes only are excluded b Any diagnostic expenses which are not related or not incidental to the current diagnosis and treatment are excluded ii Code Excl05 Exclusion Name Rest Cure rehabilitation and respite care a Expenses related to any admission primarily for enforced bed rest and not for receiving treatment This also includes I Custodial care either at home or in a nursing facility for personal care such as help with activities of daily living such as bathing dressing moving around either by skilled nurses or assistant or non skilled persons II Any services for people who are terminally ill to address physical social emotional and spiritual needs iii Code Excl06 Obesity Weight Control Expenses related to the surgical treatment of obesity that does not fulfil all the below conditions 1 Surgery to be conducted is upon the advice of the Doctor 2 The surgery Procedure conducted should be supported by clinical protocols 3 The member has to be 18 years of age or older and 4 Body Mass Index BMI 5 greater than or equal to 40 or 6 greater than or equal to 35 in conjunction with any of the following",
    "EXPENSESRELATEDTOPRESCRIPTIONONDISCHARGE 34 FILEOPENINGCHARGES 35 INCIDENTALEXPENSES MISC CHARGES NOTEXPLAINED 36 PATIENTIDENTIFICATIONBAND NAMETAG 37 PULSEOXYMETERCHARGES List III Items that are to be subsumed into Procedure Charges SINo Item 1 HAIRREMOVALCREAM 2 DISPOSABLESRAZORSCHARGES forsitepreparations 3 EYEPAD 4 EYESHEILD 5 CAMERACOVER 6 DVD CDCHARGES 7 GAUSESOFT 8 GAUZE 9 WARDANDTHEATREBOOKINGCHARGES 10 ARTHROSCOPYANDENDOSCOPYINSTRUMENTS 11 MICROSCOPECOVER 12 SURGICALBLADES HARMONICSCALPEL SHAVER 13 SURGICALDRILL 14 EYEKIT 15 EYEDRAPE 16 X RAYFILM 17 BOYLESAPPARATUSCHARGES 18 COTTON 19 COTTONBANDAGE 20 SURGICALTAPE 21 APRON 22 TORNIQUET 23 ORTHOBUNDLE GYNAECBUNDLE List IV Items that are to be subsumed into costs of treatment SINo Item 1 ADMISSION REGISTRATIONCHARGES 2 HOSPITALISATIONFOREVALUATION DIAGNOSTICPURPOSE 3 URINECONTAINER 4 BLOODRESERVATIONCHARGESANDANTENATALBOOKINGCHARGES 5 BIPAPMACHINE 6 CPAP CAPDEQUIPMENTS 7 INFUSIONPUMP COST 8 HYDROGENPEROXIDE SPIRITSDISINFECTANTSETC 9 NUTRITIONPLANNINGCHARGES DIETICIANCHARGES DIETCHARGES 10 HIVKIT 11 ANTISEPTICMOUTHWASH 12 LOZENGES 13 MOUTHPAINT 14 VACCINATIONCHARGES 15 ALCOHOLSWABES 16 SCRUBSOLUTION STERILLIUM 17 Glucometer Strips 18 URINEBAG g Other Terms and Conditions I CLAIM ADMINISTRATION The fulfillment of the terms and conditions of this Policy including payment of premium by the due dates mentioned in the Policy Schedule insofar as they relate to anything to be done or complied with by each of You shall be conditions precedent to admission of Our liability You are requested to go through our"
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4]

Notebooks
Google Colab
Kaggle

insurance-embedding-model / tokenizer_config.json

shaurya23102

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	{
	"backend": "tokenizers",
	"bos_token": "<s>",
	"cls_token": "<s>",
	"do_lower_case": true,
	"eos_token": "</s>",
	"is_local": false,
	"local_files_only": false,
	"mask_token": "<mask>",
	"max_length": 128,
	"model_max_length": 384,
	"pad_to_multiple_of": null,
	"pad_token": "<pad>",
	"pad_token_type_id": 0,
	"padding_side": "right",
	"sep_token": "</s>",
	"stride": 0,
	"strip_accents": null,
	"tokenize_chinese_chars": true,
	"tokenizer_class": "MPNetTokenizer",
	"truncation_side": "right",
	"truncation_strategy": "longest_first",
	"unk_token": "[UNK]"
	}