Model: Mik997/bge-base-financial-matryoshka
Author: Mik997
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: HPE aims to differentiate itself in the market with its GreenLake edge-to-cloud platform that provides scalable, on-demand IT solutions with pay-per-use pricing, facilitating digital transformation and cost management in businesses.
sentences: How is revenue recognized when dealing with variable consideration under revenue contracts?, How does HPE's GreenLake edge-to-cloud platform support business IT management?, What was the total revenue reported by Costco Wholesale Corporation for the fiscal year ending September 3, 2023?, source_sentence: The discount rate is developed by utilizing the yield on a theoretical portfolio of high-grade corporate bonds that match cash flows to benefit payments, limit the concentration by industry and issuer, and apply screening criteria to exclude bonds with a call feature unless they have a low probability of being called.
sentences: What was the overall turnover rate at the company in fiscal year 2023?, How is the discount rate used in measuring projected benefit obligations developed?, What items are excluded and added back when calculating adjusted operating profit for ROIC purposes?, source_sentence: In 2023, Johnson & Johnson reported total earnings from discontinued operations, net of tax, amounting to $21,827 million.
sentences: What were Johnson & Johnson's total earnings from discontinued operations in 2023, net of tax?, What was the percentage decrease in the automotive gross margin from 2022 to 2023?, What was the primary driver for the increase in Caterpillar's sales and revenues in 2023?, source_sentence: During the fiscal year 2023, we began shipments of microinverters from our contract manufacturers in the United States. Moving manufacturing to the United States allows us to take advantage of the benefits of the Inflation Reduction Act of 2022 (the 'IRA') as well as help us better serve our customers by cutting down delivery times and diversifying our supply chain.
sentences: What significant services are included in Iron Mountain's service revenues?, What recent development allows Dollar Tree customers to receive same-day delivery without visiting a store?, How does moving manufacturing to the United States benefit Enphase Energy, Inc. according to the Inflation Reduction Act of 2022?, source_sentence: The Company’s future gross margins can be impacted by a variety of factors, as discussed in Part I, Item 1A of this Form 10-K under the heading “Risk Factors.” As a result, the Company believes, in general, gross margins will be subject to volatility and downward pressure.
sentences: What factors could impact the company's future gross margins?, How much did Visa Inc.'s net income increase from 2022 to 2023?, How is revenue recognized in Enphase Energy, Inc.?
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: 0.7085714285714285
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.84
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.88
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9071428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7085714285714285
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.176
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0907142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7085714285714285
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.84
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.88
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9071428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8117634132566574
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7806309523809525
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7842880562930387
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: 0.7028571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.84
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8714285714285714
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.91
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7028571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17428571428571427
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09099999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7028571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.84
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8714285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.91
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.809575031050668
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7770674603174601
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.780629287729948
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: 0.7
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8428571428571429
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8728571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9057142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28095238095238095
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17457142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09057142857142855
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8428571428571429
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8728571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9057142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8063763818401525
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7741201814058954
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7778571425995101
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: 0.68
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8157142857142857
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: 0.68
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2719047619047619
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17085714285714285
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08928571428571426
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.68
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8157142857142857
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: 0.7889048513721085
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.755346371882086
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7594706275580071
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: 0.6528571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7814285714285715
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.83
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.87
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6528571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2604761904761905
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16599999999999998
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.087
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6528571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7814285714285715
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.83
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.87
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7610408441832702
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7260600907029476
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7303707522704455
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 7
Created: 2024-12-02 16:01:00