Model: phucvt0302/bge-base-financial-matryoshka
Author: phucvt0302
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 is the anticipated total capital investment range for fiscal year 2024 related to property and equipment?
sentences: Apollo, which we began offering as a commercial solution in 2021, is a cloud-agnostic, single control layer that coordinates ongoing delivery of new features, security updates, and platform configurations, helping to ensure the continuous operation of critical systems., During fiscal year 2024, we expect to use our existing cash and cash equivalents, our marketable securities, and the cash generated by our operations to fund our capital investments of approximately $1.10 billion to $1.30 billion related to property and equipment., Joseph F. Wayland was appointed as General Counsel and Secretary of Chubb Limited in July 2013., source_sentence: What was the effective price per share of class A common stock for fiscal 2023 under the U.S. retrospective responsibility plan?
sentences: We operated 692 gas stations at the end of 2023., The effective price per share for class A common stock under the U.S. retrospective responsibility plan for fiscal 2023 was $221.33, calculated using the weighted-average price based on the volume-weighted average price during the pricing period., For a description of our material pending legal proceedings, see Legal Matters in Array 10 of the Notes to Consolidated Financial Statements included in Part II, Item 8 of this Annual Report on..., source_sentence: What financial challenge did the company face in 2017 and how did it impact them legally?
sentences: In 2017, we experienced a material cybersecurity incident following a criminal attack on our systems that involved the theft of personal information of consumers. As a result of the 2017 cybersecurity incident, we were subject to proceedings and investigations., The overall net effect on our gross margin from inventory provisions and sales of items previously written down was an unfavorable impact of 7.5% in fiscal year 2023 and 0.9% in fiscal year 2022., The adjusted after-tax return on invested capital (ROIC) is computed by dividing the after-tax operating profit, excluding rent expenses, by the total invested capital which factors in the capitalization of operating leases., source_sentence: What is the title of Item 8 in the document?
sentences: Research and development expenses for fiscal year 2023 increased by $142 million over the previous fiscal year., As of January 28, 2023, the company was authorized to issue up to 10,000,000 preferred shares, each with a par value of $0.01. However, there were no preferred shares issued and outstanding as of January 28, 2023 and the previous year as well., Item 8 of the document is titled 'Financial Statements and Supplementary Data'., source_sentence: How many shares were outstanding at the beginning of 2023 and what was their aggregate intrinsic value?
sentences: At the beginning of 2023, there were 355 shares outstanding with an aggregate intrinsic value of $142,916., In IBM’s 2023 Annual Report to Stockholders, the Financial Statements and Supplementary Data are included on pages 44 through 121., Privacy and data protection regulations affect operations by dictating how data is used and handled, impacting product offering and operation.
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: 0.7171428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8414285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.87
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9071428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7171428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28047619047619043
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.174
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09071428571428569
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7171428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8414285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.87
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9071428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8148141512407042
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7849903628117916
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7887661106132665
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: 0.7171428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8471428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8671428571428571
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9085714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7171428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28238095238095234
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1734285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09085714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7171428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8471428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8671428571428571
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9085714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8146547679133024
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7843815192743763
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7879908541996482
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: 0.7171428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8414285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8728571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9014285714285715
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7171428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28047619047619043
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17457142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09014285714285714
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7171428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8414285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8728571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9014285714285715
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.81391710609103
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7854092970521545
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7894965954567308
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: 0.7128571428571429
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8242857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8585714285714285
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9028571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7128571428571429
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2747619047619047
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1717142857142857
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09028571428571427
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7128571428571429
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8242857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8585714285714285
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9028571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8071617730563218
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7765963718820862
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7803238233984962
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: 0.6914285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7942857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8314285714285714
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8728571428571429
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6914285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26476190476190475
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16628571428571426
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08728571428571427
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6914285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7942857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8314285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8728571428571429
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7805313652937041
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7512346938775507
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7553555070551027
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 47
Created: 2025-06-25 12:27:57