Model: monkeykingCT/bge-base-financial-matryoshka
Author: monkeykingCT
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 criteria must be met for the company to recognize an asset for the costs to fulfill a contract with a customer?
sentences: Leasehold rights, the majority of which were recorded as a result of the purchase of SFMI Micromania SAS (“Micromania”) in 2008, represent the value of rights of tenancy under commercial property leases for properties located in France. These rights are amortized on a straight-line basis over the expected lease term, not to exceed 20 years, with no residual value., The Company recognizes an asset for the costs to fulfill a contract with a customer if the costs are specifically identifiable, generate or enhance resources used to satisfy future performance obligations, and are expected to be recovered., The suits allege false and misleading statements about our business and prospects, and purport to allege claims under the Securities Exchange Act of 1934, as amended (the “Exchange Act”) and the Securities Act of 1933, as amended (the “Securities Act”), and seek unspecified damages and remedies under Sections 10(b), 20(a), and 20(A) of the Exchange Act and Sections 11 and 15 of the Securities Act., source_sentence: How does the company update its disclosure of contingencies in the financial statements?
sentences: Part IV Item 15 includes 'Exhibits, Financial Statement Schedules' alongside the Index to Financial Statements and the Index to Financial Statement Schedules., We update our disclosures to reflect our most current understanding of the contingencies at the time we issue our financial statements., As of June 30, 2023 and June 30, 2022, accruals related to product recall related matters were $63.4 million and $1.8 million, respectively., source_sentence: Why should forward-looking statements not be relied upon as predictions of future events according to the document?
sentences: These forward-looking statements speak only as of the date hereof or as of the dates indicated in the ure-related..., For the year ending December 31, 2022, we expect EPS-diluted and EPS-diluted-adjusted of between $8.50 and $9.50, Net income attributable to stockholders of between $9.8 billion and $11.2 billion and EBIT-adjusted of between $12.0 billion and $14.0 billion., Item 8 of an Annual Report on Form 10-K includes consolidated financial statements., source_sentence: What are the components of the Studios Segment’s programming and production costs?
sentences: AMD's strategy is focused on five strategic pillars: extend leadership in foundational technology and IP, provide competitive software, tools and open-source enablement, re-use core technology across platforms to achieve economies of scale, build effective ecosystems with disciplined partnerships, and drive customer-centric go-to-market that leverages all of AMD’s capabilities., The effective tax rate for fiscal year ended March 31, 2023 was 39.5 percent., Programming and production costs in the Studios Segment include the amortization of capitalized film and television production and acquisition costs; residuals and participations expenses; and distribution expenses., source_sentence: What changes occurred in the selling, general and administrative expense rate from 2021 to 2022?
sentences: The selling, general, and administrative expense rate increased to 23.4% in 2022 from 20.9% in 2021 as a result of the following: Other selling, general, and administrative expenses increased 95 basis points primarily due to long-lived asset impairments related to certain stores and the West Memphis, Arkansas distribution center, higher legal fees, and inflationary pressure across several expense categories., Research and development expense decreased $41.1 million, or 11.4% in the fiscal year ended June 30, 2023 compared to the fiscal year ended June 30, 2022., Cash dividends declared for the fiscal years ended January 31, were $2.20 per share in 2021, and increased to $2.24 per share in 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: 0.69
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8485714285714285
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8914285714285715
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9157142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.69
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28285714285714286
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17828571428571427
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09157142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.69
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8485714285714285
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8914285714285715
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9157142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8099642967223836
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7751989795918363
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7781108578863619
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: 0.6971428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8471428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8871428571428571
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9142857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6971428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28238095238095234
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17742857142857138
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09142857142857141
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6971428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8471428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8871428571428571
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9142857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8112551748409867
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.777489795918367
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7804410240342414
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: 0.6957142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.85
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8842857142857142
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9085714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6957142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2833333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17685714285714282
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09085714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6957142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.85
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8842857142857142
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9085714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8084897849602685
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7756553287981857
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.778775593802068
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: 0.68
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: 0.9014285714285715
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.68
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: 0.09014285714285712
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.68
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: 0.9014285714285715
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7952577494840364
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.760722222222222
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7641602025005102
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: 0.6428571428571429
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8028571428571428
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8428571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8785714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6428571428571429
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26761904761904765
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16857142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08785714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6428571428571429
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8028571428571428
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8428571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8785714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7664516812301112
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7299212018140587
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7349415586050113
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 58
Created: 2025-04-11 18:13:44