Model: hshashank06/regulatory-model
Author: hshashank06
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:185814, 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:185814, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence:  The passage suggests that the more utility an item has, the more value human beings assign to it, making utility synonymous with subjective human value.
sentences:  In the given passage about compound interest, how does the interest earned on a Series EE bond affect its value over time? 
,  What forms does Section 16 require insiders to file and when is Form 3 typically submitted? 
,  What is the relationship between an item's utility and its subjective human value according to the passage? 
, source_sentence:  The price per share is determined when a company goes public by giving a valuation to the company with the input of an investment bank. This value is then divided by the total number of shares to be issued.
sentences:  How is the price per share determined when a company goes public and involves an investment bank? 
,  What percentage decrease have Fisker shares experienced in the past year despite a 30% increase on Feb. 27?
,  What factors contributed to the strong performance and outstanding returns of residential construction stocks since the March lows as mentioned in the passage? 
, source_sentence:  Municipal bonds are discussed as this type of investment.
sentences:  What is the benefit and process of using an income-driven repayment (IDR) plan for federal student loans? 
,  Which luxury watch and jewelry brands are owned by Swatch?
,  What type of investment is discussed as a way to potentially increase after-tax returns by avoiding federal taxes, and is often chosen for its relative safety and steady return? 
, source_sentence:  The rally could potentially fill the Sept. 18 gap between $145 and $150, reaching the .618 sell-off retracement level. The on-balance volume indicator suggests that Roku stock is unlikely to test the September high at this time.
sentences:  What rewards and perks can Navy Federal Visa Signature Flagship Rewards credit card users receive upon opening an account and within the first 90 days? 
,  What aspects contribute to VeriFirst's high marks for comprehensiveness in their services? 
,  What levels could the rally potentially fill after buyers buy the dip into $120, and what does the on-balance volume indicator suggest about Roku stock's likelihood to test the September high at this time? 
, source_sentence:  Home Depot's stock closed at $135.39 while being above a "golden cross" on January 19, 2017.
sentences:  In the given text passage, when did Home Depot's stock close at $135.39 while being above a "golden cross"? 
,  What term does JPMorgan use to refer to net interest margin in its financial materials, and what was their net interest margin in FY 2019 before the pandemic started? 
,  According to Maley, where might the funds from potentially declining sectors like FANGs be directed towards? 

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: Regulatory Financial Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.6027025718021989
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7349251707269822
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7675691383736136
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8058313556448878
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6027025718021989
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.24497505690899404
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1535138276747227
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0805831355644888
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6027025718021989
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7349251707269822
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7675691383736136
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8058313556448878
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7073258915973659
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6754839282543154
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6796950515367028
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: 0.5988763500750715
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7302271516443066
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7651474790526469
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8033612631375018
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5988763500750715
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2434090505481022
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15302949581052935
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08033612631375019
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5988763500750715
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7302271516443066
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7651474790526469
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8033612631375018
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.703957174859045
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6718512470776807
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6760676798344978
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: 0.5881241826899791
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7223325422579552
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.756768537802102
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7946917227684409
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5881241826899791
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.24077751408598502
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1513537075604204
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07946917227684411
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5881241826899791
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7223325422579552
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.756768537802102
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7946917227684409
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.694546619247058
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6621607466706108
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6665568671650335
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: 0.5718990652395021
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7057683925025428
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7405918535380442
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7818569283673172
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5718990652395021
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2352561308341809
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.14811837070760883
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07818569283673171
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5718990652395021
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7057683925025428
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7405918535380442
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7818569283673172
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6793129712551184
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6462535008352889
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6508176832915368
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: 0.5443405821669007
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6759335496682327
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7138567346345716
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7583183997675207
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5443405821669007
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.22531118322274424
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.14277134692691432
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07583183997675207
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5443405821669007
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.6759335496682327
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7138567346345716
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7583183997675207
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6522706632460163
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6182239473662035
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6229041572175256
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 10
Created: 2025-03-17 18:14:10