Model: jesse-adanac/bge-base-financial-matryoshka
Author: jesse-adanac
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: The Comprehensive Environmental Response, Compensation and Liability Act imposes liability on property owners for contamination cleanup, even if they were not responsible for the contamination.
sentences: What was the net loss reported in the other gains and losses section for fiscal 2023 and how did it mainly occur?, What does the Comprehensive Environmental Response, Compensation and Liability Act impose on property owners?, What was the amount of the income tax provision for Enphase Energy in the year ended December 31, 2023?, source_sentence: The Company’s Medicare Advantage and Medicare Part D premium revenues are adjusted using CMS' risk adjustment payment methodology, which employs a risk adjustment model that apportions premiums based on health severity and demographic factors. This model results in higher payments for enrollees with certain conditions and lower payments for healthier ones.
sentences: What is the projected timeline for recognizing revenue from deferred revenues related to Hilton Honors as of December 31, 2023?, How does CMS adjust the company's Medicare Advantage and Part D premium revenues?, How is the GCLA managed and what elements are included in the U.S. dollar-denominated GCLA?, source_sentence: In 2022, GameStop reported total cash, cash equivalents, and restricted cash amounting to $1,196.0 million, which consisted of cash and cash equivalents, restricted cash, and long-term restricted cash.
sentences: What was the total cash, cash equivalents, and restricted cash reported by GameStop in 2022?, What criteria are used to classify loans and leases as nonperforming according to the described credit policy?, What year was Hilton founded, and who was its founder?, source_sentence: Our primary website address is www.salesforce.com
sentences: How much did Kroger invest in associate wages since 2018?, What are the key elements of AbbVie's strategic objectives for 2024?, What is Salesforce's primary website address?, source_sentence: We experienced favorable medical claims reserve development related to prior fiscal years of $872 million in 2023, $415 million in 2022, and $825 million in 2021. The favorable development recognized in 2023 and 2021 primarily resulted from trend factors developing more favorably than originally expected as well as for 2021 completion factors developing faster than expected. The favorable development recognized in 2022 resulted primarily from completion factors remaining largely unchanged, resulting in lower overall development as compared to 2023 and 2021.
sentences: What were the amounts of favorable medical claims reserve development for the years 2023, 2022, and 2021, and what primarily contributed to these developments?, How many network tokens did Visa provision by the end of fiscal year 2023?, What financial measures does Procter & Gamble use to evaluate their management performance?
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: 0.7342857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8657142857142858
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.89
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9342857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7342857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2885714285714286
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.178
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09342857142857142
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7342857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8657142857142858
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.89
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9342857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8385665886187434
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8076224489795918
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8097519775192011
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: 0.7285714285714285
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8657142857142858
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8914285714285715
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9342857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7285714285714285
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2885714285714286
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17828571428571427
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09342857142857142
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7285714285714285
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8657142857142858
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8914285714285715
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9342857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8363058820924263
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8045941043083901
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8067173264761063
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: 0.8642857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.89
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9257142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7285714285714285
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2880952380952381
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.178
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09257142857142854
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7285714285714285
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8642857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.89
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9257142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8326605974293175
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8023741496598635
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.805131886712257
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: 0.71
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8542857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8757142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9157142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.71
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2847619047619047
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17514285714285713
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09157142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.71
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8542857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8757142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9157142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8181195026015757
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7864484126984124
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7895537563830669
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: 0.6671428571428571
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8214285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8542857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8928571428571429
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6671428571428571
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2738095238095238
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17085714285714285
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08928571428571427
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6671428571428571
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8214285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8542857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8928571428571429
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7857401731863329
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7508429705215419
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.754386265898529
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 12
Created: 2025-05-03 21:06:21