Model: mogmix/bge-base-financial-matryoshka
Author: mogmix
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: Balance as of December 31, 2023 for Medicaid and Medicare Rebates was $5,297 million, for Managed Care Rebates was $7,020 million, and for Wholesaler Chargebacks was $1,172 million.
sentences: What can Membership Rewards points be redeemed for?, What were the ending balances for Medicaid and Medicare Rebates, Managed Care Rebates, and Wholesaler Chargebacks as of December 31, 2023?, What was the percentage increase in the general and administrative expenses from the fiscal year ending on October 2, 2022, to the fiscal year ending on October 1, 2023?, source_sentence: In analyzing goodwill for potential impairment in the quantitative impairment test, the company uses the market approach, when available and appropriate, or a combination of the income and market approaches to estimate the reporting unit’s fair value.
sentences: What is the purpose of Visa according to the overview provided?, What approaches does the company use to analyze goodwill for potential impairment in the quantitative impairment test?, What method is used to record amortization and costs for owned content that is predominantly monetized on an individual basis?, source_sentence: This report includes forward-looking statements within the meaning of the Private Securities Litigation Reform Act of 1995, which are subject to risks and uncertainties.
sentences: What are forward-looking statements in financial reports?, What percentage of the Pharmacy & Consumer Wellness segment's revenues did the pharmacy category constitute in 2023?, What are the depreciation methods and useful life estimates for buildings, furniture, and computer equipment as mentioned in the company's accounting policies?, source_sentence: We would use the net proceeds from the sale of any securities offered pursuant to the shelf registration statement for general corporate purposes, which may include funding for working capital, financing capital expenditures, research and development, and potential acquisitions or strategic alliances.
sentences: What measures does Goldman Sachs employ to handle their cyber incident response?, What awards did the company receive in 2022 for environmental and safety achievements?, How are the proceeds from the shelf registration statement planned to be used?, source_sentence: We use a variety of practices to measure and support progress against these growth behaviors and to ensure that our employees are engaged and fulfilled at work.
sentences: How does the company measure and support employee engagement and cultural growth?, How does the company's membership format affect its profitability?, What is the maximum additional exclusivity period granted by the FDA for approved drugs that undergo pediatric testing?
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: 0.7071428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8314285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8728571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9228571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7071428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27714285714285714
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17457142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09228571428571428
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7071428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8314285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8728571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9228571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8152573597721203
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7808815192743759
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7835857411528796
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: 0.8328571428571429
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8742857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9157142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6971428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2776190476190476
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17485714285714285
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09157142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6971428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8328571428571429
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8742857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9157142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8089182108201057
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7743531746031744
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.777472809187461
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: 0.83
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.87
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.91
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6957142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27666666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.174
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09099999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6957142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.83
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.87
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.91
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8052344976922489
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7713877551020404
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7749003964653882
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: 0.6828571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8257142857142857
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8528571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9071428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6828571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2752380952380953
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17057142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09071428571428569
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6828571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8257142857142857
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8528571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9071428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7972100056891113
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7619444444444445
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7654665230481205
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: 0.6371428571428571
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8042857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8428571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8814285714285715
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6371428571428571
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2680952380952381
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16857142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08814285714285712
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6371428571428571
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8042857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8428571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8814285714285715
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7645594630559873
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7265028344671197
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7306525198080603
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 7
Created: 2024-12-16 17:07:46