Model: deepali1021/finetuned_arctic_ft
Author: deepali1021
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:20, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:Snowflake/snowflake-arctic-embed-l, base_model:finetune:Snowflake/snowflake-arctic-embed-l, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: Snowflake/snowflake-arctic-embed-l
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:20, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: Snowflake/snowflake-arctic-embed-l
widget: source_sentence: What initiatives were implemented in the past year to improve communication between departments?
sentences: with other departments. In the past year, we conducted monthly departmental meetings and 
established communication channels to facilitate information sharing and problem-solving. 
 
Fare Collection and Fee Structure, Our fare collection system ensures fair and consistent fee collection from passengers. The current fee 
structure is as follows: 
 
Regular fare: $2.50 
Senior citizens and students: $1.50 
Children under 5 years old: Free 
Fee collection is primarily done through electronic payment methods, such as smart cards and 
mobile payment apps. Drivers are responsible for ensuring correct fare collection and providing 
receipts upon request. 
Route Information and Rules 
Our transportation department operates multiple routes within the city. Route information, including 
maps, schedules, and stops, is available on our website and at designated information centers., Our drivers are responsible for operating vehicles safely, following traffic rules and regulations. They 
are required to hold a valid driver's license and maintain a clean driving record. In the past year, our 
drivers completed over 2,000 hours of driving training to enhance their skills and knowledge. 
 
Route Planning and Optimization 
Efficient route planning is essential for timely transportation services. Our department utilizes 
advanced routing software to optimize routes and minimize travel time. In the past year, we reduced 
our average route duration by 15% through effective route planning and optimization strategies. 
 
Customer Service, source_sentence: What is the primary focus of the Transportation Department as outlined in the manual?
sentences: for familiarizing themselves with the latest version of the manual. 
 
Conclusion 
Thank you for reviewing the Transportation Department Policy Manual. Your commitment to safety, 
customer service, and compliance plays a crucial role in our department's success. If you have any 
questions or need further information, please reach out to your supervisor or the department 
manager. Your dedication and professionalism are appreciated., department. It provides guidelines to ensure safe, efficient, and customer-focused transportation 
services. Please read this manual carefully and consult with your supervisor or the department 
manager if you have any questions or need further clarification. 
 
Department Overview 
The Transportation Department plays a critical role in providing reliable transportation services to 
our customers. Our department consists of 50 drivers, 10 dispatchers, and 5 maintenance 
technicians. In the past year, we transported over 500,000 passengers across various routes, ensuring 
their safety and satisfaction. 
 
Safety and Vehicle Maintenance 
Safety is our top priority. All vehicles undergo regular inspections and maintenance to ensure they, department. It provides guidelines to ensure safe, efficient, and customer-focused transportation 
services. Please read this manual carefully and consult with your supervisor or the department 
manager if you have any questions or need further clarification. 
 
Department Overview 
The Transportation Department plays a critical role in providing reliable transportation services to 
our customers. Our department consists of 50 drivers, 10 dispatchers, and 5 maintenance 
technicians. In the past year, we transported over 500,000 passengers across various routes, ensuring 
their safety and satisfaction. 
 
Safety and Vehicle Maintenance 
Safety is our top priority. All vehicles undergo regular inspections and maintenance to ensure they, source_sentence: How often were departmental meetings conducted to address information sharing and problem-solving?
sentences: with other departments. In the past year, we conducted monthly departmental meetings and 
established communication channels to facilitate information sharing and problem-solving. 
 
Fare Collection and Fee Structure, Compliance with local, state, and federal regulations is crucial. Our drivers are required to maintain 
up-to-date knowledge of transportation laws and regulations. In the past year, we conducted 20 
compliance audits to ensure adherence to regulatory requirements. 
 
Training and Development 
Continuous training and development are vital for our department's success. In the past year, our 
drivers completed over 100 hours of professional development training, focusing on defensive 
driving, customer service, and emergency preparedness. 
 
Communication and Collaboration 
Effective communication and collaboration are essential within the Transportation Department and, are in optimal condition. In the past year, we conducted 500 vehicle inspections, identifying and 
addressing any maintenance issues promptly. Our drivers are required to conduct pre-trip and post-
trip inspections to ensure the safety of the vehicles and passengers. 
 
Driver Responsibilities, source_sentence: How can passengers access route information and schedules for the transportation department?
sentences: Our fare collection system ensures fair and consistent fee collection from passengers. The current fee 
structure is as follows: 
 
Regular fare: $2.50 
Senior citizens and students: $1.50 
Children under 5 years old: Free 
Fee collection is primarily done through electronic payment methods, such as smart cards and 
mobile payment apps. Drivers are responsible for ensuring correct fare collection and providing 
receipts upon request. 
Route Information and Rules 
Our transportation department operates multiple routes within the city. Route information, including 
maps, schedules, and stops, is available on our website and at designated information centers., Passengers are expected to follow the rules and regulations while utilizing our transportation 
services, including: 
 
Boarding and exiting the vehicle in an orderly manner. 
Yielding seats to elderly, disabled, and pregnant passengers. 
Keeping noise levels to a minimum. 
Refraining from eating, drinking, or smoking onboard. 
Using designated safety equipment, such as seat belts, if available. 
Reporting any suspicious activity or unattended items to the driver. 
Amendments to the Policy Manual 
This policy manual is subject to periodic review and amendments. Any updates or changes will be 
communicated to employees through email or departmental meetings. Employees are responsible, Passengers are expected to follow the rules and regulations while utilizing our transportation 
services, including: 
 
Boarding and exiting the vehicle in an orderly manner. 
Yielding seats to elderly, disabled, and pregnant passengers. 
Keeping noise levels to a minimum. 
Refraining from eating, drinking, or smoking onboard. 
Using designated safety equipment, such as seat belts, if available. 
Reporting any suspicious activity or unattended items to the driver. 
Amendments to the Policy Manual 
This policy manual is subject to periodic review and amendments. Any updates or changes will be 
communicated to employees through email or departmental meetings. Employees are responsible, source_sentence: Who should you contact if you have questions or need further information regarding the Transportation Department Policy Manual?
sentences: Transportation Department Policy Manual 
 
Table of Contents: 
 
• 
Introduction 
• 
Department Overview 
• 
Safety and Vehicle Maintenance 
• 
Driver Responsibilities 
• 
Route Planning and Optimization 
• 
Customer Service 
• 
Incident Reporting and Investigation 
• 
Compliance with Regulations 
• 
Training and Development 
• 
Communication and Collaboration 
• 
Fare Collection and Fee Structure 
• 
Route Information and Rules 
• 
Amendments to the Policy Manual 
• 
Conclusion 
Introduction 
Welcome to the Transportation Department Policy Manual! This manual serves as a comprehensive 
guide to the policies, procedures, and expectations for employees working in the transportation, Compliance with local, state, and federal regulations is crucial. Our drivers are required to maintain 
up-to-date knowledge of transportation laws and regulations. In the past year, we conducted 20 
compliance audits to ensure adherence to regulatory requirements. 
 
Training and Development 
Continuous training and development are vital for our department's success. In the past year, our 
drivers completed over 100 hours of professional development training, focusing on defensive 
driving, customer service, and emergency preparedness. 
 
Communication and Collaboration 
Effective communication and collaboration are essential within the Transportation Department and, for familiarizing themselves with the latest version of the manual. 
 
Conclusion 
Thank you for reviewing the Transportation Department Policy Manual. Your commitment to safety, 
customer service, and compliance plays a crucial role in our department's success. If you have any 
questions or need further information, please reach out to your supervisor or the department 
manager. Your dedication and professionalism are appreciated.
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 Snowflake/snowflake-arctic-embed-l
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.9375
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9791666666666666
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9375
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32638888888888884
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19999999999999998
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09999999999999999
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9375
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9791666666666666
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.971848173216197
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9625
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9625
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 50
Created: 2025-02-25 05:09:25