Model: viggypoker1/Vignesh-finetuned-bge2
Author: viggypoker1
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:311351, 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:311351, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: What specialized services does Equifax's Workforce Solutions segment offer?
sentences: Supermarkets are generally operated under one of the following formats: combination food and drug stores ('combo stores'); multi-department stores; marketplace stores; or price impact warehouses., Workforce Solutions — provides services enabling customers to verify income, employment, educational history, criminal justice data, healthcare professional licensure and sanctions of people in the U.S. (Verification Services), as well as providing our employer customers with services which include unemployment claims management, I-9 and onboarding services, Affordable Care Act compliance management, tax credits and incentives and other complementary employment-based transaction services (Employer Services), International Business Machines Corporation (IBM or the company) was incorporated in the State of New York on June 16, 1911, as the Computing-Tabulating-Recording Co. (C-T-R)., source_sentence: What factors contributed to the increase in operating income for the Company in 2023?
sentences: Operating income increased $5.8 billion, or 72.8%, in 2023 compared to 2022. The increase in operating income was primarily driven by the absence of $5.8 billion of opioid litigation charges recorded in 2022 and increases in the Pharmacy & Consumer Wellness segment, primarily driven by the absence of a $2.5 billion loss on assets held for sale recorded in 2022 related to the write-down of the Company’s Omnicare® long-term care business which was partially offset by continued pharmacy reimbursement pressure and decreased COVID-19 vaccinations and diagnostic testing compared to 2022, as well as an increase in the Health Services segment., Pennsylvania law requires that the Office of Attorney General be provided advance notice of any transaction that would result in Hershey Trust Company, as trustee for the Trust, no longer having voting control of the Company., In 2023, UnitedHealthcare invested $3,386 million in property, equipment, and capitalized software., source_sentence: What event took place in September 2021 involving the Company and the counsel representing plaintiffs?
sentences: Item 8, which requires the inclusion of financial statements and supplementary data, directs readers to Item 15(a) for this information., In September 2021, the Company entered into a settlement in principle with the counsel representing plaintiffs in this matter and in substantially all of the outstanding cases in the United States. The costs associated with this and other settlements are reflected in the Company’s accruals., GM empowers employees to 'Speak Up for Safety' through the Employee Safety Concern Process which makes it easier for employees to report potential safety issues or suggest improvements without fear of retaliation and ensures their safety every day., source_sentence: What was the total cash consideration for Comcast's acquisition of Masergy in October 2021?
sentences: In October 2021, Comcast acquired Masergy, a provider of software-defined networking and cloud platforms for global enterprises, for a total cash consideration of $1.2 billion., The net unit growth for Hilton in the year ended December 31, 2023, was 4.9 percent., Financial Statements and Supplementary Data are addressed in Item 8 of the financial document., source_sentence: What does the term 'Acquired brands' refer to and how does it affect the reported volumes?
sentences: Phrases such as 'anticipates', 'believes', 'estimates', 'seeks', 'expects', 'plans', 'intends', 'remains', 'positions', and similar expressions are intended to identify forward-looking statements related to the company or management., 'Acquired brands' refers to brands acquired during the past 12 months. Typically, the Company has not reported unit case volume or recognized concentrate sales volume related to acquired brands in periods prior to the closing of a transaction. Therefore, the unit case volume and concentrate sales volume related to an acquired brand are incremental to prior year volume., The Company made matching contributions to employee accounts in connection with the 401(k) plan of $37.3 million in fiscal 2023, $37.9 million in fiscal 2022 and $34.1 million in fiscal 2021.
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: Vignesh finetuned bge2
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.7
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8414285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8785714285714286
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.92
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28047619047619043
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17571428571428568
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09199999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8414285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8785714285714286
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.92
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8129831819187487
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7784263038548753
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7817486756411115
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: 0.6914285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.84
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8857142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9242857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6914285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1771428571428571
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09242857142857142
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6914285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.84
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8857142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9242857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.812081821657879
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7757766439909298
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7786577115899984
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: 0.69
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8285714285714286
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8728571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9142857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.69
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27619047619047615
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17457142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09142857142857141
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.69
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8285714285714286
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8728571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9142857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8040804108630832
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.768536281179138
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7719825285723502
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: 0.67
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8171428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8657142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9071428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.67
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2723809523809524
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17314285714285713
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0907142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.67
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8171428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8657142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9071428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7904898848742749
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7528854875283444
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7566672358984098
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: 0.6314285714285715
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7942857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8385714285714285
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8828571428571429
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6314285714285715
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26476190476190475
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16771428571428568
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08828571428571427
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6314285714285715
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7942857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8385714285714285
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8828571428571429
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7591380417514834
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7191768707482988
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7235543749437979
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 7
Created: 2025-02-21 20:46:30