Model: TharushiDinushika/bge-base-financial-matryoshka
Author: TharushiDinushika
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6300, 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:6300, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: What types of services and hardware does the Aruba brand offer for business connectivity?
sentences: Net income decreased by 16% in 2023 to $5,240.4 million from $6,244.8 million in the previous year., The Aruba brand offers cloud solutions including LAN, Wi-Fi, and Wide area network services, featuring hardware like Wi-Fi access points and software such as network management programs, which support secure business connectivity and data analytics., Management also measures the results of comparable store and club sales, or comparable sales, a metric that indicates the performance of our existing stores and clubs by measuring the change in sales for such stores and clubs, for a particular period from the corresponding period in the previous year. Walmart's definition of comparable sales includes sales from stores and clubs open for the previous 12 months, including remodels, relocations, expansions and conversions, as well as eCommerce sales. Sales at a store that has changed in format are excluded from comparable sales when the conversion of that store is accompanied by a relocation or expansion that results in a change in the store's retail square feet of more than five percent., source_sentence: What are the three principles of liquidity risk management at Goldman Sachs?
sentences: Net cash provided by (used for) financing activities totaled $(6,932) for a certain company., Goldman Sachs manages liquidity risk based on three principles: 1) hold sufficient excess liquidity in the form of GCLA to cover outflows during a stressed period, 2) maintain appropriate Asset-Liability Management, and 3) maintain a viable Contingency Funding Plan., The Company’s ability to compete successfully depends heavily on ensuring the continuing and timely introduction of innovative new products, services and technologies to the marketplace. The Company designs and develops nearly the entire solution for its products, including the hardware, operating system, numerous software applications and related services. Principal competitive factors important to the Company include price, product and service features (including security features), relative price and performance, product and service quality and reliability, design innovation, a strong third-party software and accessories ecosystem, marketing and distribution capability, service and support, and corporate reputation., source_sentence: What are some of the components of the company's material cash requirements?
sentences: Material cash requirements include licensing intellectual cost from sports organizations and players associations, debt repayment obligations of $1.9 billion, and funding operating requirements such as capital expenditures, share repurchase programs, and dividends., Cash dividends declared in 2023 totaled $3.84 per share, as compared to $3.38 per share in 2022., For 2023, Delta Air Lines recorded one-time pilot agreement expenses totaling $864 million, due to a new four-year Pilot Working Agreement which included a provision for a one-time payment made upon ratification., source_sentence: What is the measurement basis for recognizing tax benefits in financial statements according to the described method?
sentences: Pages 44 to 121 in IBM's 2023 Annual Report to Stockholders are dedicated to Financial Statements and Supplementary Data., 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), The tax benefits recognized in the financial statements from such a position are measured based on the largest benefit that has a greater than 50% likelihood of being realized upon ultimate settlement., source_sentence: What is indicated by 'Item 8' in the context of financial disclosures?
sentences: Item 8 refers to the section on Financial Statements and Supplementary Data in a financial disclosure., The expected total amortization expense for intangible assets from fiscal 2024 through the period thereafter as of January 31, 2023, was projected to be $7,125 million., The impairment charges for Depop and Elo7 were influenced by factors such as macroeconomic conditions including reopening and inflation, as well as management changes and revised projected cash flows affecting their fair values.
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: BGE base Financial Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.6728571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8442857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.88
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9142857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6728571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28142857142857136
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.176
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09142857142857141
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6728571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8442857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.88
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9142857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.799845693244273
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7623968253968251
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7657124416286684
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: 0.6714285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8371428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.88
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9128571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6714285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27904761904761904
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.176
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09128571428571428
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6714285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8371428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.88
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9128571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7980357705738874
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7603911564625848
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7637194663557544
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: 0.6657142857142857
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: 0.9157142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6657142857142857
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: 0.09157142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6657142857142857
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: 0.9157142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7948557484243841
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7556774376417232
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.758707021064106
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: 0.66
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8171428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8542857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.66
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2723809523809524
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17085714285714285
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.66
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8171428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8542857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.783854198413774
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7462840136054418
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7499279112330939
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: 0.6285714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7828571428571428
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8257142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8671428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6285714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26095238095238094
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16514285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0867142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6285714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7828571428571428
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8257142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8671428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7515891863351746
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7141984126984126
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7189441429308681
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 7
Created: 2025-05-01 18:16:10