Model: korruz/bge-base-financial-matryoshka
Author: korruz
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: base_model: BAAI/bge-base-en-v1.5
language: en
library_name: sentence-transformers
license: apache-2.0
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
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6300, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: Tesla has implemented various remedial measures, including conducting training and audits, and enhancements to its site waste management programs, and settlement discussions are ongoing.
sentences: What regulatory body primarily regulates product safety, efficacy, and other aspects in the U.S.?, What remedial measures has Tesla implemented in response to the investigation of its waste segregation practices?, What were the main drivers behind the sales growth of TREMFYA?, source_sentence: Sales of Alphagan/Combigan in the United States decreased by 40.1% from $373 million in 2021 to $121 million in 2023.
sentences: What were the total revenues from unaffiliated customers in 2021?, What was the percentage decrease in sales for Alphagan/Combigan in the United States from 2021 to 2023?, What percent excess of fair value over carrying value did the Compute reporting unit have as of the annual test date in 2023?, source_sentence: Long-lived and intangible assets are reviewed for impairment based on indicators of impairment and the evaluation involves estimating the future undiscounted cash flows attributable to the asset groups.
sentences: How are long-lived and intangible assets evaluated for impairment?, What strategies are being adopted to enhance revenue through acquisition according to the business plans described?, How is impairment evaluated for long-lived assets such as leases, property, and equipment?, source_sentence: Our 2023 operating income was $5.5 billion, an improvement of $1.9 billion compared to 2022.
sentences: What was the total unrecognized compensation cost related to unvested stock-based awards as of October 29, 2023?, What significant financial activity occurred in continuing investing activities in 2023?, What was the operating income for 2023, and how did it compare to 2022?, source_sentence: We use raw materials that are subject to price volatility caused by weather, supply conditions, political and economic variables and other unpredictable factors. We may use futures, options and swap contracts to manage the volatility related to the above exposures.
sentences: What financial instruments does the company use to manage commodity price exposure?, What types of legal proceedings is the company currently involved in?, What was the net impact of fair value hedging instruments on earnings in 2023?
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: 0.6814285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.82
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8614285714285714
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8942857142857142
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6814285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2733333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17228571428571426
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08942857142857141
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6814285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.82
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8614285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8942857142857142
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7922308461157294
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7589693877551015
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7633405151451278
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: 0.68
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8214285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8614285714285714
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: 0.2738095238095238
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17228571428571426
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: 0.8214285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8614285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8957142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7914243245771438
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7576258503401355
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7617439775393929
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: 0.69
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8271428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8571428571428571
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8928571428571429
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.69
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2757142857142857
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1714285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08928571428571426
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.69
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8271428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8571428571428571
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8928571428571429
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7943028094464931
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7623684807256232
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7661836876217925
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: 0.6657142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8042857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8457142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8871428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6657142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2680952380952381
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16914285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08871428571428569
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6657142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8042857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8457142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8871428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7784460550829944
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7434297052154194
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.74745032636981
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: 0.6342857142857142
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7771428571428571
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8157142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8642857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6342857142857142
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.259047619047619
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16314285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08642857142857142
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6342857142857142
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7771428571428571
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8157142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8642857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7508028784634385
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7143225623582764
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7188596090649563
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 9
Created: 2024-08-19 08:29:51