Model: ducmai-4203/bge-base-financial-matryoshka
Author: ducmai-4203
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: The audit on Equifax Inc.'s internal control over financial reporting and consolidated financial statements as of December 31, 2023, was conducted by Ernst & Young LLP.
sentences: What percentage of HP's full-time leadership positions were held by women in the fiscal year 2023?, What accounting firm conducted the audit on Equifax Inc.'s internal control over financial reporting and consolidated financial statements as of December 31, 2023?, What was the total net sales reported by Costco Wholesale Corporation for the 53-week period ended September 3, 2023?, source_sentence: The company recruits and hires using local job fairs, social media, and community service partners, and supports employees through competitive pay, benefits, and human capital programs focused on professional growth, diversity, equity, and inclusion.
sentences: What position did Jon Faust hold before becoming the Global Controller at HP?, How does the company recruit and support its employees?, What was the main driver behind the increase in the provision for credit losses at Bank of America in 2023?, source_sentence: Management’s Report on Internal Control Over Financial Reporting outlines the responsibility of management in maintaining effective internal controls over financial reporting. This involves setting policies, using advanced systems for processing transactions, and maintaining a qualified staff to handle financial procedures. Regular assessments and corrective measures ensure these controls remain effective.
sentences: What is the role of management in maintaining internal control over financial reporting at a company?, How much cash and cash equivalents did the company have at the end of 2023, and how does this compare to the end of 2022?, How does AT&T emphasize diversity in its hiring practices?, source_sentence: Net cash provided by operating activities increased from $1,681 million in 2022 to $1,946 million in 2023, marking a 15.8% increase.
sentences: Are the consolidated financial statements and accompanying notes part of ITEM 8 in the Annual Report on Form 10-K?, What is the expected benefit of the Pasadena Refinery project for Chevron?, What was the percentage increase in net cash provided by operating activities from 2022 to 2023?, source_sentence: As of August 26, 2023, approximately 60 percent of AutoZoners were employed full-time.
sentences: What percentage of AutoZone employees were employed full-time as of August 26, 2023?, What type of information can be found under Item 8?, What type of fees are typically included in the management and franchise contracts for hotels, and how are they structured?
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: 0.69
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8228571428571428
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8614285714285714
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8957142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.69
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2742857142857143
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17228571428571426
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08957142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.69
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8228571428571428
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8614285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8957142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7945358470918553
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.761935941043084
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7657245273513861
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: 0.6857142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8157142857142857
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8542857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.89
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6857142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27190476190476187
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17085714285714285
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.089
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6857142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8157142857142857
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8542857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.89
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7904913359354251
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7583202947845803
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7625604889486977
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: 0.6885714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8214285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8471428571428572
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8842857142857142
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6885714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2738095238095238
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16942857142857143
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08842857142857143
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6885714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8214285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8471428571428572
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8842857142857142
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7896289953264028
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7590345804988659
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7635502971962614
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: 0.6585714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7928571428571428
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8385714285714285
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8714285714285714
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6585714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26428571428571423
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16771428571428573
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08714285714285715
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6585714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7928571428571428
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8385714285714285
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8714285714285714
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.769471630453507
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7362562358276643
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7413221179326462
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: 0.6214285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7714285714285715
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8071428571428572
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8657142857142858
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6214285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2571428571428571
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16142857142857142
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08657142857142856
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6214285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7714285714285715
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8071428571428572
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8657142857142858
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7444608164978749
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7056712018140587
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7097197315690517
name: Cosine Map@100
verified: no
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Created: 2025-03-01 15:03:43