Model: TharunSivamani/bge-base-financial-matryoshka
Author: TharunSivamani
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, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
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
widget: source_sentence: How much did AT&T Inc.'s operating income increase by in percentage terms from 2022 to 2023?
sentences: In the case of the 2031 Notes, the maturity date is September 1, 2031, and for the 2051 Notes, it is June 1, 2051., Operating Income in 2023 increased by 8.6% compared to 2022., The company believes that the funds available, including cash expected to be generated from operations, funds from a commercial paper program, or lines of credit, are adequate to meet its working capital needs for the year, including the repayment of a $500 million debt. , source_sentence: Where can you find the consolidated financial statements in the Annual Report on Form 10-K?
sentences: Management assesses the scheduled reversal of deferred tax liabilities, projected future taxable income and available tax planning strategies and considers foreign tax credit utilization in making this assessment of realization., The consolidated financial statements are included immediately following Part IV of the Annual Report on Form 10-K and are incorporated by reference., With effect from March 1, 2022, the casino tax rates of 5% for premium players and 15% for mass players were increased to 8% and 18% respectively., source_sentence: What is the remaining authorized amount for share repurchases as of December 31, 2023, and the amount newly authorized in January 2024?
sentences: As of December 31, 2023, $30.93 billion remained available and authorized for repurchases. In January 2024, an additional $50 billion of repurchases was authorized under this program., As of October 31, 2023, the company had a remaining authorization of approximately $1.0 billion for future share repurchases., The company's Artificial Intelligence Platform (AIP) leverages machine learning technologies and LLMs within the Gotham and Foundry platforms to connect AI with enterprise data, aiding in decision-making processes., source_sentence: What are the various diversity, equity, and inclusion councils at AMC?
sentences: The Company evaluates current economic and market conditions and records the expected customer refund liability as a reduction to revenue, and the expected inventory right of recovery as a reduction of cost of revenue. If actual return costs differ from previous estimates, the amount of the liability and corresponding revenue are adjusted in the period in which such costs occur., Shipping and handling costs incurred were $0.9 billion, $0.8 billion and $0.8 billion in fiscal years 2023, 2022 and 2021, respectively, and are included in selling, marketing and administrative expense., AMC has five DEI councils that are most representative of the largest diverse communities in our workforce: Women (42%), Latinx (27%), African American (19%), Asian American & Pacific Islander (4%), and LGBTQ+ (an emerging number)., source_sentence: Is there a cost to access reports filed by Intuit Inc. with the SEC?
sentences: We make available free of charge on the Investor Relations section of our corporate website all of the reports we file with or furnish to the SEC as soon as reasonably practicable, after the reports are filed or furnished., The net cash provided by operating activities during fiscal 2023 was related to net income of $208 million, adjusted for non-cash items including $3.8 billion of depreciation and amortization and $3.3 billion related to stock-based compensation expense., The proposed effective date for the revised risk-based capital requirements for banks with assets of $100 billion or more, including the Firm and other U.S. global systemically important banks, is July 1, 2025 with a three-year transition period.
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: 0.8057142857142857
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8514285714285714
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9028571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6728571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26857142857142857
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17028571428571426
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09028571428571427
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6728571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8057142857142857
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8514285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9028571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7852009747514593
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7478633786848068
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7521480427357153
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: 0.6614285714285715
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.81
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8557142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9028571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6614285714285715
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17114285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09028571428571427
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6614285714285715
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.81
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8557142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9028571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7823277585432947
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7436944444444443
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7477343891960956
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: 0.66
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7985714285714286
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8371428571428572
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8957142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.66
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2661904761904762
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1674285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08957142857142855
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.66
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7985714285714286
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8371428571428572
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8957142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7765461002128622
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.738519841269841
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7425772644875563
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: 0.6528571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7842857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8328571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.88
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6528571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26142857142857145
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16657142857142856
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.088
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6528571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7842857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8328571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.88
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7644993562454696
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.727633219954648
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7321998707932795
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: 0.6242857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7614285714285715
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7971428571428572
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8514285714285714
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6242857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2538095238095238
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15942857142857142
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08514285714285713
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6242857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7614285714285715
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7971428571428572
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8514285714285714
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7368613888435984
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7003429705215419
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.705155244707498
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 10
Created: 2025-03-16 08:35:21