Model: aniket0898/bge-base-financial-matryoshka
Author: aniket0898
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, nomic_bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6300, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, custom_code, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:nomic-ai/nomic-embed-text-v1, base_model:finetune:nomic-ai/nomic-embed-text-v1, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nomic-ai/nomic-embed-text-v1
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: nomic-ai/nomic-embed-text-v1
widget: source_sentence: What amount of senior notes was repaid during fiscal 2022?
sentences: The following table sets forth the breakdown of revenue by geography, determined based on the location of the Host’s listing (in millions): | Year Ended December 31, | 2021 | 2022 | 2023 United States | $ | 2,996 | | $ | 3,890 | $ | 4,290 International(1) | 2,996 | | 4,509 | | 5,627 Total revenue | $ | 5,992 | | $ | 8,399 | $ | 9,917, During fiscal 2022, $2.25 billion of senior notes was repaid., Several factors are considered in developing the estimate for the long-term expected rate of return on plan assets. For the defined benefit retirement plans, these factors include historical rates of return of broad equity and bond indices and projected long-term rates of return obtained from pension investment consultants. The expected long-term rates of return for plan assets are 8 - 9% for equities and 3 - 5% for bonds. For other retiree benefit plans, the expected long-term rate of return reflects that the assets are comprised primarily of Company stock. The expected rate of return on Company stock is based on the long-term projected return of 8.5% and reflects the historical pattern of returns., source_sentence: What does GameStop Corp. offer to its customers?
sentences: State fraud and abuse laws could lead to criminal, civil, or administrative consequences, including licensure loss, exclusion from healthcare programs, and significant negative effects on the violating entity's business operations and financial health if the laws are violated., GameStop Corp. offers games and entertainment products through its stores and ecommerce platforms., Stribild is an oral formulation dosed once a day for the treatment of HIV-1 infection in certain patients., source_sentence: How might a 10% change in the obsolescence reserve percentage impact net earnings?
sentences: A 10% change in our obsolescence reserve percentage at January 28, 2023 would have affected net earnings by approximately $2.5 million in fiscal 2022., The information required by Item 3 on Legal Proceedings is provided by referencing Note 19 of the Notes to Consolidated Financial Statements in Item 8., ured notes for an aggregate principal amount of $18.50 billion. These notes were issued in multiple series, which mature from 2027 through 2063., source_sentence: What are the SEC's regulations for security-based swap dealers like Goldman Sachs' subsidiaries?
sentences: The increase in other income, net was primarily due to an increase in interest income as a result of higher cash balances and higher interest rates., Through our Stubs loyalty programs, we have developed a consumer database of approximately 32 million households, representing approximately 64 million individuals., SEC rules govern the registration and regulation of security-based swap dealers. Security-based swaps are defined as swaps on single securities, single loans or narrow-based baskets or indices of securities. The SEC has adopted a number of rules for security-based swap dealers, including (i) capital, margin and segregation requirements; (ii) record-keeping, financial reporting and notification requirements; (iii) business conduct standards; (iv) regulatory and public trade reporting; and (v) the application of risk mitigation techniques to uncleared portfolios of security-based swaps., source_sentence: How is the information about legal proceedings organized in the financial documents according to the provided context?
sentences: The information about legal proceedings is organized under Part II, Item 8 in the section titled 'Financial Statements and Supplementary Data – Note 14'., We have a match-funding policy that addresses the interest rate risk by aligning the interest rate profile (fixed or floating rate and duration) of our debt portfolio with the interest rate profile of our finance receivable portfolio within a predetermined range on an ongoing basis. In connection with that policy, we use interest rate derivative instruments to modify the debt structure to match assets within the finance receivable portfolio., Achieved adjusted FIFO operating profit of $5.1 billion, which represents an 18% increase compared to 2021.
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: Nomic Financial Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.7457142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8614285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8957142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.93
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7457142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28714285714285714
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1791428571428571
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09299999999999999
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7457142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8614285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8957142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.93
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8398915226132163
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8107896825396824
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8136819482601757
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: 0.7357142857142858
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8514285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8914285714285715
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.93
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7357142857142858
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2838095238095238
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17828571428571427
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09299999999999999
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7357142857142858
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8514285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8914285714285715
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.93
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8352581932886503
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8047103174603173
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8075415578285141
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: 0.7285714285714285
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8614285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8857142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9271428571428572
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7285714285714285
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28714285714285714
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17714285714285713
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09271428571428571
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7285714285714285
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8614285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8857142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9271428571428572
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8319809230146766
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8011235827664398
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8040552556779361
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: 0.8328571428571429
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8671428571428571
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9142857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7128571428571429
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2776190476190476
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1734285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09142857142857141
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7128571428571429
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8328571428571429
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8671428571428571
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9142857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8145627876253931
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7825572562358278
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7859620809117356
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: 0.6642857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8042857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8457142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9028571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6642857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2680952380952381
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16914285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09028571428571427
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6642857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8042857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8457142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9028571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7821373629924483
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7436649659863942
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7468498882402747
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 8
Created: 2025-04-29 15:28:36