Sentence Similarity
sentence-transformers
Safetensors
bert
feature-extraction
dense
Generated from Trainer
dataset_size:30345
loss:CosineSimilarityLoss
text-embeddings-inference
Instructions to use MajidFQ/taxoSplitter_biz-router-e5 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use MajidFQ/taxoSplitter_biz-router-e5 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("MajidFQ/taxoSplitter_biz-router-e5") sentences = [ "diesel fuel supplier", "RULE: The business operates a physical storefront that sells tangible\n goods directly to individual end consumers who walk in and purchase.\n\n INCLUDES: Clothing stores, footwear stores, department stores,\n general merchandise stores, dollar stores, discount stores, specialty\n retail, home goods stores, furniture stores, flooring stores, mattress\n stores, hardware stores, electronics stores, appliance stores, toy\n stores, book stores, music stores, game stores, sporting goods stores,\n hobby stores, jewelry stores, gift shops, pharmacies, drug stores.\n Grocery stores, supermarkets, health food stores, organic food stores,\n ethnic grocery stores, liquor stores, wine stores. Pet supply stores,\n pet food stores. Camping stores, bicycle shops, outdoor recreation\n stores. Thrift stores, antique stores, pawn shops, consignment shops.\n Gas stations, convenience stores, vape shops, smoke shops.\n\n DOES NOT INCLUDE: B2B wholesalers (D13_Manufacturing). Online-only\n retailers. Restaurants where food is consumed on-site (D07_FoodDining).\n Service businesses that incidentally sell products.", "RULE: The business provides routine or project-based physical\n maintenance, cleaning, security, or restoration of properties.\n They maintain the property — they do not build or renovate it.\n\n INCLUDES: Commercial office cleaning, janitorial services, maid\n services, house cleaning, carpet cleaning, window cleaning, pressure\n washing, air duct cleaning, dryer vent cleaning. Landscaping, lawn\n care, lawn mowing, arborist services, tree trimming, tree removal,\n stump grinding, hedge trimming, leaf blowing, irrigation maintenance.\n Pest control, rodent control, termite treatment. Waste management,\n junk removal, debris removal, garbage collection, septic system\n service, sanitation, portable toilet rental. Fire and water damage\n restoration, mold remediation, chimney sweeps, gutter cleaning and\n repair, drain cleaning, property maintenance services. Snow removal,\n pool cleaning and maintenance. Security guard services, security\n patrol services, alarm monitoring.\n\n DOES NOT INCLUDE: Construction and renovation (D04_Construction).\n Landscaping supply stores (D11_Retail). Manufacturing (D13_Manufacturing).", "RULE: The business provides health, grooming, boarding, or care\n services where the primary patient or client is an animal.\n\n INCLUDES: Veterinarians, animal hospitals, veterinary specialists,\n emergency animal clinics, pet dental care. Dog groomers, cat groomers,\n mobile pet groomers. Dog training, pet obedience schools. Boarding\n kennels, doggy day care, cat boarding, pet sitting services, dog\n walking services. Aquarium maintenance, exotic animal care,\n livestock veterinarians. Pet cremation, animal shelters and rescues.\n\n DOES NOT INCLUDE: Pet supply stores and pet food retail (D11_Retail).\n Animal farms raising livestock for food production (D13_Manufacturing).\n Human healthcare (D01_Healthcare)." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
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