Model: kr-manish/bge-base-financial-matryoshka
Author: kr-manish
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:160, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, 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, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: base_model: BAAI/bge-base-en-v1.5
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
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:160, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: Priya Softweb emphasizes the importance of maintaining a clean and organized workspace. The company's HR policies clearly state that employees are responsible for keeping their assigned workspaces clean, orderly, and free from unnecessary items. Spitting tobacco, gum, or other substances in the washrooms is strictly prohibited. The company believes that a clean and organized work environment contributes to a more efficient and professional work experience for everyone. This emphasis on cleanliness reflects the company's commitment to creating a pleasant and hygienic workspace for its employees.
sentences: What is Priya Softweb's policy on the use of mobile phones during work hours?, What steps does Priya Softweb take to ensure that the workspace is clean and organized?, What are the repercussions for employees who violate the Non-Disclosure Agreement at Priya Softweb?, source_sentence: Priya Softweb provides allocated basement parking facilities for employees to park their two-wheelers and four-wheelers. However, parking on the ground floor, around the lawn or main premises, is strictly prohibited as this space is reserved for Directors. Employees should use the parking under wings 5 and 6, while other parking spaces are allocated to different wings. Parking two-wheelers in the car parking zone is not permitted, even if space is available. Two-wheelers should be parked in the designated basement space on the main stand, not on the side stand. Employees are encouraged to park in common spaces on a first-come, first-served basis. The company clarifies that it is not responsible for providing parking and that employees park their vehicles at their own risk. This comprehensive parking policy ensures organized parking arrangements and clarifies the company's liability regarding vehicle safety.
sentences: What is the application process for planned leaves at Priya Softweb?, What are the parking arrangements at Priya Softweb?, What is the process for reporting a security breach at Priya Softweb?, source_sentence: The Diwali bonus at Priya Softweb is a discretionary benefit linked to the company's business performance. Distributed during the festive season of Diwali, it serves as a gesture of appreciation for employees' contributions throughout the year. However, it's important to note that employees currently under the notice period are not eligible for this bonus. This distinction highlights that the bonus is intended to reward ongoing commitment and contribution to the company's success.
sentences: What steps does Priya Softweb take to promote responsible use of company resources?, How does Priya Softweb demonstrate its commitment to Diversity, Equity, and Inclusion (DEI)?, What is the significance of the company's Diwali bonus at Priya Softweb?, source_sentence: Priya Softweb's HR Manual paints a picture of a company that values its employees while upholding a strong sense of professionalism and ethical conduct. The company emphasizes a structured and transparent approach to its HR processes, ensuring clarity and fairness in areas like recruitment, performance appraisals, compensation, leave management, work-from-home arrangements, and incident reporting. The manual highlights the importance of compliance with company policies, promotes diversity and inclusion, and encourages a culture of continuous learning and development. Overall, the message conveyed is one of creating a supportive, respectful, and growth-oriented work environment for all employees.
sentences: What is the overall message conveyed by Priya Softweb's HR Manual?, What is the process for reporting employee misconduct at Priya Softweb?, What is Priya Softweb's policy on salary disbursement and payslips?, source_sentence: No, work-from-home arrangements do not affect an employee's employment terms, compensation, and benefits at Priya Softweb. This clarifies that work-from-home is a flexible work arrangement and does not impact the employee's overall employment status or benefits.
sentences: Do work-from-home arrangements affect compensation and benefits at Priya Softweb?, What is the objective of the Work From Home Policy at Priya Softweb?, What is the procedure for a new employee joining Priya Softweb?
model-index: name: SentenceTransformer based on BAAI/bge-base-en-v1.5
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.6111111111111112
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7777777777777778
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7777777777777778
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8333333333333334
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6111111111111112
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.25925925925925924
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15555555555555559
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08333333333333334
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6111111111111112
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7777777777777778
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7777777777777778
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8333333333333334
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7192441461309548
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6828703703703703
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6895641882483987
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: 0.5555555555555556
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7777777777777778
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7777777777777778
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8333333333333334
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5555555555555556
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.25925925925925924
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15555555555555559
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08333333333333334
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5555555555555556
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7777777777777778
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7777777777777778
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8333333333333334
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6972735740811556
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6537037037037037
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6594551282051282
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: 0.4444444444444444
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6666666666666666
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7777777777777778
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8888888888888888
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.4444444444444444
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2222222222222222
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15555555555555559
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0888888888888889
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.4444444444444444
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.6666666666666666
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7777777777777778
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8888888888888888
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6562432565194594
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5836419753086418
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5862843837990037
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: 0.4444444444444444
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6666666666666666
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7222222222222222
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7777777777777778
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.4444444444444444
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2222222222222222
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1444444444444445
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07777777777777779
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.4444444444444444
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.6666666666666666
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7222222222222222
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7777777777777778
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6173875222934583
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5653439153439153
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5728811234914597
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: 0.3888888888888889
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6111111111111112
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6666666666666666
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7777777777777778
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3888888888888889
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2037037037037037
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.13333333333333336
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07777777777777779
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3888888888888889
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.6111111111111112
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6666666666666666
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7777777777777778
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5654500657830313
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.49922839506172845
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5078970140244651
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 144
Created: 2024-07-03 14:57:57