Model: DrishtiSharma/bge-small-en-obliqa-5-epochs
Author: DrishtiSharma
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:22291, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:BAAI/bge-small-en, base_model:finetune:BAAI/bge-small-en, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-small-en
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:22291, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-small-en
widget: source_sentence: What rights and obligations does an Authorised Person have if a storage facility holding Accepted Spot Commodities becomes insolvent?
sentences: MTF (using Virtual Assets): using third-party issued fiat tokens as a payment/transaction mechanism:

i.	In the context of using third party fiat tokens, the Authorised Person must directly meet the requirements of the Accepted Virtual Assets, Technology Governance and AML/CFT sections of this Guidance.

ii.	For the related fiat currency custody activities, FSRA preference is to have the MTF utilise a Virtual Asset/Fiat Custodian authorised on the basis of paragraphs 139 - 145 or 166(b) above.

iii.	In relation to the issuance of the related fiat token, in circumstances where the issuer is not authorised under paragraph 166(a) above, it is expected that the Authorised Person undertake the same due diligence as that it would apply for the purposes of determining Accepted Virtual Assets (focusing on Technology Governance requirements, the seven factors used to determine an Accepted Virtual Asset, and requirements relating to reporting and reconciliation).
, Valuation adjustments. The Regulator expects the following valuation adjustments to be formally considered at a minimum: unearned credit spreads, close out costs, Operational Risks, early termination, investing and funding costs, and future administrative costs and, where appropriate, model risk.
, Storage Facilities. An Authorised Person must have arrangements in place for the approval, management, monitoring and control for Accepted Spot Commodities and the storage facilities operated by itself or by third parties, including in relation to:
(a)	security arrangements;
(b)	periodic stock reports;
(c)	periodic inventory audits;
(d)	dispute resolution procedures where the storage facility materially fails to meet any of its obligations to the title holder;
(e)	storage or other fees; and
(f)	rights and obligations in the event of storage facility insolvency, as per the rules, terms, conditions and other obligations of the Authorised Person., source_sentence: Regarding GEN Rule 3.3, can you provide examples of what constitutes effective and responsible management of an Authorised Person's affairs in the context of Virtual Assets?
sentences: REGULATORY REQUIREMENTS - SPOT COMMODITY ACTIVITIES
Custody
Due to their psychical nature, Spot Commodities may require specialist Custody arrangements, with the holding of Accepted Spot Commodities introducing additional operational risks.  For example, the safekeeping of gold bullion would require a custodian with appropriate secure vault facilities.
, Measurement of E for pre settlement Counterparty Exposures arising from SFTs. An Authorised Person must determine E, for a pre settlement Counterparty Exposure arising from an SFT which is not covered by a qualifying cross product Netting agreement as follows:
(a)	in the case where the Authorised Person has lent Securities to a Counterparty or sold Securities to a Counterparty with a commitment to repurchase those Securities at a specified price on a specified future date, the latest fair value of the Securities lent or sold; and
(b)	in the case where the Authorised Person has lent cash to a Counterparty through the borrowing of Securities from the Counterparty or paid cash for the purchase of Securities from a Counterparty with a commitment to resell those Securities at a specified price on a specified future date, the amount of cash lent or paid., The base figure for the size factor component is determined by aggregating the following components, for the Long Term Insurance Fund:
(a)	the default risk components determined in accordance with Rule ‎A8.4;
(b)	the investment volatility risk component determined in accordance with Rule ‎A8.5; and
(c)	the concentration risk component determined in accordance with Rule ‎A8.8., source_sentence: In the case of non-compliance with Part 17 of FSMR, what are the typical steps or actions the ADGM might take against an authorised firm?
sentences: The Regulatory Authority shall, within thirty (30) days of the date of the notification mentioned in subparagraph (2), notify the Account Holder or the Controlling Person of the violation, the amount of the fine and the payment request of the fine within no later than thirty (30) days from receipt of the notice.
, When employing an eKYC System to assist with CDD, a Relevant Person should:
a.	ensure that it has a thorough understanding of the eKYC System itself and the risks of eKYC, including those outlined by relevant guidance from FATF and other international standard setting bodies;
b.	comply with all the Rules of the Regulator relevant to eKYC including, but not limited to, applicable requirements regarding the business risk assessment, as per Rule ‎6.1, and outsourcing, as per Rule ‎9.3;
c.	combine eKYC with transaction monitoring, anti-fraud and cyber-security measures to support a wider framework preventing applicable Financial Crime; and
d.	take appropriate steps to identify, assess and mitigate the risk of the eKYC system being misused for the purposes of Financial Crime., This Chapter deals with the regulatory requirements arising out of the need for Authorised Persons to carry out a self assessment of their risk which can be reviewed and assessed by the Regulator. This Chapter details the Rules stipulating the need to complete internal risk assessments by Authorised Persons in defined frequencies and the Regulator's role in reviewing the results of such assessments. In the case of Authorised Persons facing financial risks, the requirements in this Chapter mandate completion of an Internal Capital Adequacy Assessment Process. The Regulator will review the results of such internal risk assessments. This Chapter also sets out how the Regulator may impose an additional Capital Requirement on a firm specific basis in addition to the minimum requirement specified in Chapter 3 of these Rules to address higher-than-normal risk., source_sentence: In terms of basis risk, are there any preferred methods or models that the ADGM recommends for assessing the impact of divergences in market rates, such as the prime rate versus deposit and benchmark rates?
sentences: In performing its functions and exercising its powers, the Regulator shall pursue the following objectives—
(a)	to foster and maintain fairness, transparency and efficiency in the Abu Dhabi Global Market;
(b)	to foster and maintain confidence in the Abu Dhabi Global Market;
(c)	to ensure that the financial markets in the Abu Dhabi Global Market are supported by safe and efficient infrastructure;
(d)	to foster and maintain financial stability in the Abu Dhabi Global Market, including the reduction of systemic risk;
(e)	to promote and enhance the integrity of the Abu Dhabi Global Market Financial System;
(f)	to prevent, detect and restrain conduct that causes or may cause damage to the reputation of the Abu Dhabi Global Market through appropriate means including the imposition of sanctions;
(g)	to secure an appropriate degree of protection for direct and indirect users, and prospective users of the Abu Dhabi Global Market;
(h)	to promote public understanding of the regulation of the Abu Dhabi Global Market;
(i)	to further the interests of the Abu Dhabi Global Market;
(j)	to promote the safety and soundness of Authorised Persons and Recognised Bodies; and
(k)	to pursue any other objectives as the Board may set., Two-year validity period. During the two-year validity period, the Regulator will engage with and support the FinTech Participant and ensure the FinTech Participant operates within the parameters as set and agreed to prior to the grant of the FSP., Without limiting compliance with Rules ‎6.1.1 and ‎6.1.2, prior to launching any new product, service, or business practice, or using a new or developing technology, a Relevant Person must take reasonable steps to ensure that it has:
(a)	assessed and identified the money laundering risks relating to the product, service, business practice or technology; and
(b)	taken appropriate steps to mitigate or eliminate the risks identified under (a)., source_sentence: How should an Authorised Person document and justify any deviations when mapping activities into business lines for Operational Risk capital purposes, particularly when they differ from regulatory capital calculations in other risk categories?
sentences: For the purposes of ‎8.1.2(1), in determining when it is appropriate to apply CDD measures in relation to existing customers, a Relevant Person must take into account, amongst other things:
(a)	any indication that the identity of the customer, or the customer’s Beneficial Owners, has changed;
(b)	any Transactions that are not reasonably consistent with the Relevant Person’s knowledge of the customer;
(c)	any change in the purpose or intended nature of the Relevant Person’s relationship with the customer; or
(d)	any other matter that might affect the Relevant Person’s risk assessment of the customer., Principles for business line mapping. The mapping of activities into business lines for Operational Risk capital purposes should be consistent with the definitions of business lines used for regulatory capital calculations in other risk categories, i.e. credit and Market Risk. Any deviations from this principle should be clearly motivated and documented., REGULATORY REQUIREMENTS FOR AUTHORISED PERSONS ENGAGED IN REGULATED ACTIVITIES IN RELATION TO VIRTUAL ASSETS
Planned and Unplanned system outages
Authorised Persons should have a programme of planned systems outages to provide for adequate opportunities to perform updates and testing. Authorised Persons should also have multiple communication channels to ensure that its Clients are informed, ahead of time, of any outages which may affect them.

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, dot_accuracy@1, dot_accuracy@3, dot_accuracy@5, dot_accuracy@10, dot_precision@1, dot_precision@3, dot_precision@5, dot_precision@10, dot_recall@1, dot_recall@3, dot_recall@5, dot_recall@10, dot_ndcg@10, dot_mrr@10, dot_map@100
model-index: name: SentenceTransformer based on BAAI/bge-small-en
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.6255380200860832
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7517934002869441
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.793400286944046
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8368005738880918
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6255380200860832
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26410808225729315
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1703012912482066
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09314921090387374
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5488103778096605
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.670468675274988
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7117168818747011
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7628347680535629
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6800021713111875
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6975649609437263
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6393436933673565
name: Cosine Map@100
verified: no, type: dot_accuracy@1
value: 0.6255380200860832
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.7517934002869441
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.793400286944046
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.8368005738880918
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.6255380200860832
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.26410808225729315
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.1703012912482066
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.09314921090387374
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.5488103778096605
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.670468675274988
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.7117168818747011
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.7628347680535629
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.6800021713111875
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.6975649609437263
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.6393436933673565
name: Dot Map@100
verified: no
Likes: 0 | All-time downloads: 7
Created: 2024-11-25 08:13:30