Model: RK-1235/bge-base-FIR-matryoshka
Author: RK-1235
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, base_model:finetune:BAAI/bge-base-en, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en
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
widget: source_sentence: Employee health, safety and wellness are top priorities at Hasbro. We support our colleagues’ well-being, which includes mental, physical and financial wellness, through a number of programs, including: robust employee assistance programs, childcare solutions, and a commitment to flexible work arrangements.
sentences: What percentage of the total annual net trade sales did the sales returns reserve represent for the company during each of the fiscal years 2023, 2022, and 2021?, How does Hasbro support the wellness of its employees?, What was the conclusion of the Company's review regarding the impact of the American Rescue Plan, the Consolidated Appropriations Act, 2021, and related tax provisions on its business for the fiscal year ended June 30, 2023?, source_sentence: The Company has a minority market share in the global smartphone, personal computer and tablet markets. The Company faces substantial competition in these markets from companies that have significant technical, marketing, distribution and other resources, as well as established hardware, software and digital content supplier relationships. In addition, some of the Company’s competitors have broader product lines, lower-priced products and a larger installed base of active devices. Competition has been particularly intense as competitors have aggressively cut prices and lowered product margins.
sentences: When did The Hershey Company declare the dividend that was paid on March 15, 2023?, What factors contribute to the Company facing substantial competition in the markets for smartphones, personal computers, and tablets?, How is goodwill impairment analyzed?, source_sentence: During fiscal 2022, there were cash payments of $6.7 billion for repurchases of common stock through open market purchases.
sentences: What was the value of cash payments for common stock repurchases through open market purchases during fiscal 2022?, How much did the Compute & Networking segment's gross margin decrease in fiscal year 2023?, What different methods does Amazon use to engage and retain employees?, source_sentence: Walmart Luminate provides a suite of data products for merchants and suppliers.
sentences: What pages do the Consolidated Financial Statements and their accompanying Notes and reports appear on in the document?, What was the percentage change in NYSE total cash handled volume from 2022 to 2023?, What is the function of Walmart Luminate?, source_sentence: Item 8. Financial Statements and Supplementary Data. The Consolidated Financial Statements, together with the Notes thereto and the report thereon dated February 16, 2024, of PricewaterhouseCoopers LLP, the Firm’s independent registered public accounting firm (PCAOB ID 238).
sentences: What type of data does Item 8 in a financial document contain?, How did the assumptions and estimates used for assessing the fair value of reporting units potentially impact the company's financial statements?, What factors are considered when making estimates for financial statements?
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: 0.20253164556962025
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.3829113924050633
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4509493670886076
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5348101265822784
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.20253164556962025
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.12763713080168776
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.09018987341772151
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05348101265822784
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.20253164556962025
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.3829113924050633
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4509493670886076
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5348101265822784
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.36711954948022946
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3138116586296964
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.32361348037936727
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: 0.19462025316455697
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.38924050632911394
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4430379746835443
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.509493670886076
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.19462025316455697
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.12974683544303797
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.08860759493670886
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0509493670886076
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.19462025316455697
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.38924050632911394
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4430379746835443
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.509493670886076
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.35518936462057993
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.30552918424753855
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.31583909797096466
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: 0.18037974683544303
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.34968354430379744
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4050632911392405
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.47943037974683544
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.18037974683544303
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.11656118143459913
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.0810126582278481
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.04794303797468354
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.18037974683544303
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.34968354430379744
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4050632911392405
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.47943037974683544
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.32744450183206397
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.2790787623066105
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.2891537068838431
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: 0.13449367088607594
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.27689873417721517
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.33544303797468356
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.3987341772151899
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.13449367088607594
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.09229957805907173
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.06708860759493672
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.03987341772151899
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.13449367088607594
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.27689873417721517
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.33544303797468356
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.3987341772151899
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.26318999256778225
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.22028330319469563
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.23124079977419126
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: 0.09651898734177215
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.20253164556962025
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.2468354430379747
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.32436708860759494
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.09651898734177215
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.06751054852320673
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.049367088607594936
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.03243670886075949
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.09651898734177215
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.20253164556962025
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.2468354430379747
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.32436708860759494
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.2010267859601211
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.16266890194896527
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.17033882273679793
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 6
Created: 2025-06-04 08:38:55