Model: rongzhen/bge-base-financial-matryoshka
Author: rongzhen
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, dense, 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, dense, generated_from_trainer, dataset_size:6300, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: How many new aircraft did Delta Air Lines add to their fleet in 2023, and what was their fuel efficiency improvement over retired aircraft?
sentences: Automotive revenue for fiscal year 2023 grew 60% compared to fiscal year 2022 to $903 million., Additions to Delta's fleet since 2019, including 43 new aircraft delivered in 2023, are on average 28% more fuel efficient per seat mile than aircraft retired since 2019., Ford Credit earns its revenue primarily from payments made under retail installment sale and finance lease contracts, interest rate supplements and other support payments from Ford and its affiliates, and payments made under dealer financing programs., source_sentence: What are the principles used in preparing the discussed financial statements?
sentences: Intuit's strategic priorities for its AI-driven platform include enhancing the connection between customers and experts, helping customers make smart money decisions, and supporting the growth of small businesses., Our financial statements have been prepared in accordance with U.S. generally accepted accounting principles (U.S. GAAP)., The excess of the carrying value over the fair value of debt was $1.0 billion at the end of fiscal year 2023., source_sentence: What is the warranty term for first and second generation microinverters?
sentences: The warranty term related to microinverter units is 15 years for first and second generation microinverters., Hilton Honors is Hilton's guest loyalty program, designed to generate significant repeat business by rewarding guests with points for each stay at Hilton properties. These points are redeemable for free or discounted room nights and other goods and services., Noncash interest expense (income), net was reported as 316 in 2023 compared to 369 in the previous year, signifying a decrease of 53., source_sentence: What were the percentage contributions of the Small Business & Self-Employed segment to total net revenue in Fiscal 2022 and Fiscal 2021?
sentences: The company records noncontrolling interests in the earnings and equity of less than 100% owned affiliates that it controls. Noncontrolling interests are reported below net income under the heading 'Net income attributable to noncontrolling interests' in the consolidated statements of income and presented as a component of equity in the consolidated balance sheets., We believe that cash flows generated from operations and our cash, cash as equivalents, and marketable securities balances, as well as our borrowing arrangements, will be sufficient to meet our anticipated operating cash needs for at least the next twelve months., The Small Business & Self-Employed segment contributed 56% and 51% to total net revenue in Fiscal 2022 and Fiscal 2021 respectively., source_sentence: What was the total amount of borrowings outstanding as of October 2, 2022?
sentences: As of October 2, 2022, we had $175.0 million in borrowings outstanding under this program., Our inventory turnover ratio was 4.2 times at the end of fiscal 2022., Net cash used in financing activities was $2.1 billion in fiscal 2023.
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: 0.7085714285714285
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.83
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.87
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9314285714285714
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7085714285714285
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27666666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.174
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09314285714285712
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7085714285714285
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.83
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.87
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9314285714285714
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8183322255527399
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.782437074829932
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7854253302541273
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: 0.7114285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8357142857142857
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.87
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9271428571428572
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7114285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2785714285714286
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.174
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09271428571428571
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7114285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8357142857142857
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.87
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9271428571428572
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8171793566390468
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7822369614512468
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7855629546011956
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: 0.7071428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.83
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8657142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9257142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7071428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27666666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17314285714285713
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09257142857142854
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7071428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.83
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8657142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9257142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8144825871729517
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7792732426303853
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7823621359931857
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: 0.6885714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.82
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8514285714285714
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9242857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6885714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2733333333333334
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17028571428571426
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09242857142857142
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6885714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.82
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8514285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9242857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8032699236866668
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7649829931972787
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7680128819271994
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: 0.6671428571428571
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8014285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8414285714285714
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8985714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6671428571428571
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2671428571428571
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16828571428571426
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08985714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6671428571428571
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8014285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8414285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8985714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7805592186914302
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7431519274376414
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7471154453059519
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 5
Created: 2025-12-23 01:24:32