metadata
language:
- en
license: apache-2.0
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:1456
- loss:MatryoshkaLoss
- loss:MultipleNegativesRankingLoss
base_model: Snowflake/snowflake-arctic-embed-m-v2.0
widget:
- source_sentence: >-
relation to a portfolio manager being a body corporate, shall be construed
with reference to : (i) the definition of control in terms of Regulation
2(1)(e) of SEBI (Substantial Acquisition of Shares and Takeovers)
Regulations, 2011 as amended from time to time, if its shares are listed
on any recognized stock exchange; (ii) in any other case, change in the
controlling interest in the body corporate; Explanation. For the purpose
of sub-clause (ii), the expression controlling interest means, (A) an
interest, whether direct or indirect, to the extent of at least fifty-one
percent of voting rights in the body corporate; (B) right to appoint
majority of the directors or to control the management directly or
indirectly. Page 3 of 78 reference to the definition of control in terms
of regulations framed under clause (h) of sub-section (2) of section 11 of
the Act; (B) if its shares are not listed on any recognised stock
exchange, shall be construed with reference to the definition of control
as provided in sub-section (27) of Section 2 of the Companies Act, 2013
(18 of 2013);] (f) chartered accountant" means a chartered accountant as
defined in clause (b) of sub- section (1) of section 2 of the Chartered
Accountants Act, 1949 (38 of 1949) and who has obtained a certificate of
practice under sub-section (1) of section 6 of that Act; 5[(fa)
Co-investment Portfolio Manager means a Portfolio Manager who is a Manager
of a Category I or Category II Alternative Investment Fund(s); and: (i)
provides services only to the investors of such Category I or Category II
Alternative Investment Fund(s); and (ii) makes investment only in unlisted
securities of investee companies where such Category I or Category II
Alternative Investment Fund(s) make investments: Provided that the
Co-investment Portfolio Manager may provide services to investors from any
other Category I or Category II Alternative Investment Fund(s) which are
managed by them and are also sponsored by the same Sponsor(s);] (g)
discretionary portfolio manager means a portfolio manager who under a
contract relating to portfolio management, exercises or may exercise, any
degree of discretion as to the investment of funds or management of the
portfolio of securities of the client, as the case may be; (h) eligible
fund manager shall have the same meaning as assigned to it in sub-section
(4) of Section 9A of the Income-tax Act, 1961; (i) eligible investment
fund shall have the same meaning as assigned to it in sub-section (3) of
Section 9A of the Income-tax Act, 1961; 5 Inserted by the Securities and
Exchange Board of India (Portfolio Managers) (Fourth Amendment)
Regulations, 2021 w. Page 4 of 78 (j) "form" means a form specified in
Schedule I; (k) goods means the goods notified by the Central Government
under clause (bc) of section 2 of the Securities Contracts (Regulation)
Act, 1956 and forming the underlying of any commodity derivative; (l)
"inspecting authority" means one or more persons appointed by the Board to
exercise powers conferred under Chapter V; 6[(la) large value accredited
investor means an accredited investor who has entered into an agreement
with the portfolio manager for a minimum investment amount of ten crore
rupees;] 7[(lb) investee company shall have the same meaning as assigned
to it in clause (o) of sub- regulation (1) of regulation 2 of the
Securities and Exchange Board of India (Alternative Investment Funds)
Regulations, 2012; (lc) Manager shall
sentences:
- >-
What are the particulars of units of the scheme and/or shares and
debentures of the company issued for consideration other than cash?
- >-
What is the maximum period allowed for a listed company to increase its
public shareholding to twenty-five percent after it falls below that
threshold as a result of an approved resolution plan under the
Insolvency and Bankruptcy Code, 2016?
- >-
What is the definition of "controlling interest" in the context of a
body corporate under the SEBI regulations?
- source_sentence: >-
The issuer making a private placement of debt securities and
non-convertible redeemable preference shares and seeking listing thereof
on a recognised stock exchange shall make the following disclosures in the
placement memorandum: (a) disclosures specified in 28[Schedule I] of these
regulations; (b) disclosures specified in the Companies Act, 2013 (18 of
2013), as applicable; (c) additional disclosures as may be specified by
the Board. (2) The disclosures as provided in sub-regulation (1) shall be
made on the websites of stock exchange(s) where such securities are
proposed to be listed and shall be available for download in PDF or any
other format as may be specified by the Board. (3) The issuer shall ensure
that the audited financial statements contained in the placement
memorandum 29[] shall not be more than six months old from the date of
filing placement memorandum or the issue opening date, as applicable: 27
Substituted by the by the Securities and Exchange Board of India (Issue
and Listing of Non-Convertible Securities) (Amendment) Regulations, 2024
w. Prior to substitution, it read as The debenture trustee shall submit a
due diligence certificate to the stock exchange: (a) in case of secured
debt securities, in the format as specified in Schedule IV of these
regulations; and (b) in case of unsecured debt securities, in the format
as specified in Schedule IVA of these regulations. Prior to this, it was
substituted by the Securities and Exchange Board of India (Issue and
Listing of Non-Convertible Securities) (Amendment) Regulations, 2022, w.
Prior to substitution, sub-regulation 3 read as: Debenture trustee shall
submit a due diligence certificate to the stock exchange in the format as
specified in Schedule IV of these regulations. 28 Substituted by the
Securities and Exchange Board of India (Issue and Listing of
Non-Convertible Securities) (Second Amendment) Regulations, 2023, w. Prior
to substitution, the words were Schedule II. 29 Omitted by the Securities
and Exchange Board of India (Issue and Listing of Non-Convertible
Securities) (Second Amendment) Regulations, 2023, w. Prior to omission,
the words were and tranche placement memorandum. Page 26 of 79 Provided
that in case of: (a) listed issuers (whose non-convertible securities or
specified securities are listed on recognised stock exchange(s)), who are
in compliance with the listing regulations; (b) the issuers of
non-convertible securities, who are subsidiaries of entities who have
listed their specified securities, and are in compliance with the listing
regulations, instead of audited financial statements for the stub period,
they may disclose unaudited financial information for such period in the
format as prescribed in the listing regulations with limited review
report, as filed with the stock exchange(s), subject to necessary
disclosures in this regard in the placement memorandum including risk
factors. Allotment of securities 46. The issuer shall ensure allotment of
debt securities and non-convertible redeemable preference shares issued on
a private placement basis and credit to the dematerialised account of the
investors, is made within such time as may be specified by the Board. PART
B ADDITIONAL PROVISIONS FOR LISTING OF DEBT SECURITIES ISSUED ON PRIVATE
PLACEMENT BASIS Filing of shelf placement memorandum 47. 30[] Creation of
security 48. (1) While creating a charge or security, the issuer shall
have the option to create charge or security over the properties or assets
(movable, immovable, tangible, intangible), shares or any interest
thereon, of the issuer or its subsidiaries or its holding companies or its
associate companies. 30 Omitted by the Securities and Exchange Board of
India
sentences:
- >-
What is the penalty for a reporting requirement violation under the PIT
Regulations if there is a delay of more than three months?
- >-
What are the names of the members of the issuer's audit committee,
nomination and remuneration committee, and stakeholders relationship
committee?
- >-
What disclosures must an issuer include in the placement memorandum when
making a private placement of debt securities and non-convertible
redeemable preference shares?
- source_sentence: >-
Accredited refineries means refineries empanelled by the Stock Exchanges;
Page 4 of 26 (c) Assayer means a person engaged in the process of
assessing the purity or quality of gold; (d) Beneficial Owner means a
person whose name is recorded as such with a depository/depository
participant; (e) Board means the Securities and Exchange Board of India
established under section 3 of the Act; 1[(f) Change in control in case of
a body corporate (A) if its shares are listed on any recognised stock
exchange, shall be construed with reference to the definition of control
in terms of regulations framed under clause (h) of sub-section (2) of
section 11 of the Act; (B) if its shares are not listed on any recognised
stock exchange, shall be construed with reference to the definition of
control as provided in sub-section (27) of Section 2 of the Companies Act,
2013 (18 of 2013);] (g) Depositor means a person who owns the gold
deposited with the vault for creation of Electronic Gold Receipt and its
trading on recognized stock exchange; (h) Electronic Gold Receipt shall
have the meaning assigned to it under the Securities Contracts
(Regulation) Act, 1956; (i) Gold standard means the purity and standard of
gold as specified by the recognized stock exchanges; (j) Nominated
agencies means agencies nominated by the Directorate General of Foreign
Trade for import of Gold under the Foreign Trade (Development and
Regulation) Act, 1992; 1 Substituted by the Securities and Exchange Board
of India (Change in Control in Intermediaries) (Amendment) Regulations,
2023 w. Prior to the substitution, clause (f) read as under: Change in
control, in relation to a Vault Manager being a body corporate, shall be
construed with reference to: (i) the definition of control in terms of
regulation 2(1)(e) of SEBI (Substantial Acquisition of Shares and
Takeovers) Regulations, 2011 as amended from time to time if its shares
are listed on any recognized stock exchange; (ii) in any other case,
change in the controlling interest in the body corporate; Explanation For
the purpose of sub-clause (ii), the expression controlling interest means-
(A) an interest, whether direct or indirect, to the extent of at least
fifty-one percent of voting rights in the body corporate; or (B) right to
appoint majority of the directors or to control the management directly or
indirectly; Page 5 of 26 (k) Recognized vault means the premises
encompassing strong room(s) set up and managed by the Vault Manager and
which conforms with all the requirements specified by the Board for the
purpose of providing vaulting services; (l) Vault Manager means any person
who carries on or intends to carry on the business of providing vaulting
services; (m) Vaulting service in relation to gold means the storage and
safekeeping of gold deposited with the Vault Manager, by the depositor,
for the purpose of trading in Electronic Gold Receipt and providing
services incidental thereto, and includes (i) utilizing the services of
assayers empanelled with the Stock Exchanges for testing as per the gold
standard, wherever required; (ii) coordination with depositories for
creation, transfer and extinguishment of Electronic Gold Receipt; and
(iii) providing deposit, storage and withdrawal services to the beneficial
owners. (2) The words and expressions used and not defined in these
regulations, but defined in the Act, the Securities Contracts (Regulation)
Act, 1956, (42 of 1956), the Companies Act, 2013 (18 of 2013), the
Depositories Act, 1996, or any rules
sentences:
- >-
What happens if the eighth day, as reckoned under the Negotiable
Instruments Act, is itself a public holiday?
- What is the role of an Assayer according to the context provided?
- >-
What disclosures are required regarding significant income sources that
constitute more than 10% of total income?
- source_sentence: >-
Regulations, 2023 w. 93 Inserted by the Securities and Exchange Board of
India (Buy-Back of Securities) (Second Amendment) Regulations, 2024 w.
Particulars Content Public Announcement i) The Public announcement shall
be dated and signed on behalf of the Board of Directors of the company by
its manager or secretary, if any, and by not less than two directors of
the company one of whom shall be a managing director where there is one.
ii) A full and complete disclosure of all material facts including the
disclosures mentioned in Schedule I. iii) In addition to the disclosures
in Schedule A, the following disclosures shall be made: i) Date of
shareholders approval for buy-back, if applicable; ii) Minimum and maximum
number of securities that the company proposes to buy-back, sources of
funds from which the buy-back would be made and the cost of financing the
buy-back; iii) Proposed time table from opening of offer till the
extinguishment of the certificates; iv) Process and methodology to be
adopted for the buy- back; v) Brief information about the company; i) The
Public announcement shall be dated and signed on behalf of the Board of
Directors of the company by its manager or secretary, if any, and by not
less than two directors of the company one of whom shall be a managing
director where there is one. ii) A full and complete disclosure of all
material facts including the disclosures mentioned in Schedule I. Page 46
of 51 SCHEDULE - IV [Regulation 16(iv)(b)] Public Announcement for Open
Market Buy-Back through Stock Exchange Particulars Content Public
Announcement i) The Public announcement shall be dated and signed on
behalf of the Board of Directors of the company by its manager or
secretary, if any, and by not less than two directors of the company one
of whom shall be a managing director where there is one. ii) A full and
complete disclosure of all material facts including the disclosures
mentioned in Schedule I. iii) In addition to the disclosures in Schedule
A, the following disclosures shall be made: i) Date of shareholders
approval for buy-back, if applicable; ii) Minimum and maximum number of
securities that the company proposes to buy-back, sources of funds from
which the buy-back would be made and the cost of financing the buy-back;
iii) Proposed time table from opening of offer till the extinguishment of
the certificates; iv) Process and methodology to be adopted for the buy-
back; v) Brief information about the company; Particulars Content vi)
Audited Financial information for the last 3 years and the lead manager
shall ensure that the particulars (audited statement and un-audited
statement) contained therein shall not be more than more than 6 months old
from the date of the public announcement together with financial ratios as
may be specified by the Board; Explanation: Ensure that the un-audited
financial results, if any disclosed, should be certified / limited review
by statutory auditors. vii) Details of escrow account opened and the
amount deposited therein; viii) Listing details and stock market data: a)
high, low and average market prices of the securities of the company
proposed to be bought back, during the preceding three years; b) monthly
high and low prices for the six months preceding the date of the public
announcement; c) the number of securities traded on the days when the high
and low prices were recorded on the relevant stock exchanges during the
period stated at (a) and (b) above; d) the stock market data referred to
above shall be shown separately for periods marked by a change in capital
structure, with such period commencing from the date the concerned stock
exchange recognises the change in the capital structure. when the
securities have become ex-rights or ex-bonus) ; e)
sentences:
- >-
What is the time frame within which a return of allotment of securities
must be filed with the Registrar according to the Companies
(Registration Offices and Fees) Rules, 2014?
- >-
What is the deadline for a listed entity to put in place systems and
processes for compliance with clause (f) of sub-regulation (2) of
regulation 34 after it is required to comply for the first time?
- >-
What are the specific disclosures required in a public announcement for
a buy-back of securities according to the Securities and Exchange Board
of India regulations?
- source_sentence: >-
1996. In section 19 of the Depositories Act, 1996 (hereafter in this
chapter referred to as the principal Act in this chapter), the following
Explanation shall be inserted, namely:- Explanation. For the removal of
doubts, it is hereby declared that power to issue directions under this
section shall include and always be deemed to have been included the power
to direct any person, who made profit or averted loss by indulging in any
transaction or activity in contravention of the provisions of this Act or
regulations made thereunder, to disgorge an amount equivalent to the
wrongful gain made or loss averted by such contravention.
sentences:
- >-
What are the qualifications required for a judge to be appointed to a
Special Court under this Act?
- >-
What is the purpose of the Explanation inserted in section 19 of the
Depositories Act, 1996?
- >-
What is the minimum percentage of total issued shares that the acquirer
must reach in order for the delisting offer to be considered successful?
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: 0.4691358024691358
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.7469135802469136
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.845679012345679
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.9135802469135802
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.4691358024691358
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.24897119341563784
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.1691358024691358
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.09135802469135802
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.4691358024691358
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.7469135802469136
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.845679012345679
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.9135802469135802
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.6931888396302245
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.6220483049186752
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.6258770441533618
name: Cosine Map@100
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: dim 512
type: dim_512
metrics:
- type: cosine_accuracy@1
value: 0.4506172839506173
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.7530864197530864
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.8271604938271605
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.9074074074074074
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.4506172839506173
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.2510288065843621
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.16543209876543208
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.09074074074074073
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.4506172839506173
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.7530864197530864
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.8271604938271605
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.9074074074074074
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.6862124164896819
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.6141950813247109
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.618139737272647
name: Cosine Map@100
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: dim 256
type: dim_256
metrics:
- type: cosine_accuracy@1
value: 0.4382716049382716
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.7345679012345679
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.8271604938271605
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.8950617283950617
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.4382716049382716
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.24485596707818924
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.16543209876543208
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.08950617283950617
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.4382716049382716
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.7345679012345679
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.8271604938271605
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.8950617283950617
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.6725732937028854
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.6002816970409561
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.6055931590500198
name: Cosine Map@100
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: dim 128
type: dim_128
metrics:
- type: cosine_accuracy@1
value: 0.41358024691358025
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.6851851851851852
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.7777777777777778
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.8703703703703703
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.41358024691358025
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.22839506172839505
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.15555555555555553
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.08703703703703702
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.41358024691358025
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.6851851851851852
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.7777777777777778
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.8703703703703703
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.6396728651848874
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.5658534195571232
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.5718872882660476
name: Cosine Map@100
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: dim 64
type: dim_64
metrics:
- type: cosine_accuracy@1
value: 0.345679012345679
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.5802469135802469
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.6851851851851852
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.7901234567901234
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.345679012345679
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.19341563786008228
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.13703703703703704
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.07901234567901233
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.345679012345679
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.5802469135802469
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.6851851851851852
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.7901234567901234
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.5603350026673091
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.48750489907897315
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.49429085785187665
name: Cosine Map@100
Then you can load this model and run inference.
