Model: MarekMarik/bge-base-financial-matryoshka
Author: MarekMarik
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: Health Care Benefits revenue is principally derived from insurance premiums and fees billed to customers.
sentences: How much was the cumulative impairment and downward adjustments for observable price changes for the equity investments without readily determinable fair values as of December 31, 2023?, What are the revenue sources for the Company’s Health Care Benefits Segment?, What types of legal issues are generally categorized under Commitments and Contingencies in a Form 10-K?, source_sentence: Total net sales increased by 7% during the fiscal year ending December 30, 2023 compared to the previous fiscal year.
sentences: What was the percentage increase in Data Center revenue for fiscal year 2023 compared to the previous year?, What was the percentage increase in total net sales during the fiscal year ending December 30, 2023 compared to the previous fiscal year?, What were the expenses related to the fair value of restricted stock units (RSUs) and stock options for the years 2022, 2021, and 2020?, source_sentence: The laws and regulations of the jurisdictions in which our insurance and reinsurance subsidiaries are domiciled require among other things that these subsidiaries maintain minimum levels of statutory capital, surplus, and liquidity, meet solvency standards, and submit to periodic examinations of their financial condition.
sentences: What statutory requirements must insurance and reinsurance subsidiaries meet in their domiciled jurisdictions?, What activities has the federal government used the FCA to prosecute?, How are self-insurance reserves computed and presented in financial statements?, source_sentence: Services net sales increased 9% or $7.1 billion during 2023 compared to 2022 due to higher net sales across all lines of business.
sentences: What is the leverage ratio requirement under the company's financial covenant as of January 28, 2023?, What are the enrollment periods for Medicare Advantage and stand-alone prescription drug plans?, What was the percentage increase in Services net sales from 2022 to 2023?, source_sentence: Certain vendors have been impacted by volatility in the supply chain financing market.
sentences: How have certain vendors been impacted in the supply chain financing market?, What was the total value of the company's cash commitments as of December 31, 2023?, What are the key components used to define free cash flow in financial evaluations?
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: 0.6871428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8171428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8485714285714285
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9085714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6871428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2723809523809524
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16971428571428568
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09085714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6871428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8171428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8485714285714285
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9085714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7960378752604689
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7603769841269836
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7640840138316877
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: 0.6828571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8114285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8528571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9085714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6828571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2704761904761904
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17057142857142857
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09085714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6828571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8114285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8528571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9085714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7936620196836198
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7572222222222219
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7609298999926937
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: 0.68
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8071428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8485714285714285
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8957142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.68
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26904761904761904
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16971428571428568
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08957142857142855
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.68
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8071428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8485714285714285
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8957142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7883110340362532
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7539733560090701
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7582685695127231
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: 0.6585714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7942857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.83
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8842857142857142
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6585714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26476190476190475
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16599999999999998
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08842857142857141
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6585714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7942857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.83
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8842857142857142
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7727884715594033
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.737036848072562
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7419081242961935
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: 0.6357142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7628571428571429
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8142857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.87
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6357142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2542857142857142
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16285714285714287
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.087
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6357142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7628571428571429
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8142857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.87
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7501277228250628
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7121167800453513
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7171110018302509
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 81
Created: 2024-12-30 16:01:17