Upload fine-tuned LegalBERT retriever

README.md

@@ -6,266 +6,348 @@ tags:
 - generated_from_trainer
 - dataset_size:999
 - loss:CosineSimilarityLoss
-base_model: nlpaueb/legal-bert-base-uncased
+base_model: rossieRuby/nyayadrishti-bert
 widget:
-- source_sentence: What is a bail application?
+- source_sentence: Article 77 of Indian Constitution
   sentences:
-  - 'Duration of Panchayats, etc
-
-    (1) Every Panchayat, unless sooner dissolved under any law for the time being
-    in force, shall continue for five years from the date appointed for its first
-    meeting and no longer
-
-    (2) No amendment of any law for the time being in force shall have the effect
-    of causing dissolution of a Panchayat at any level, which is functioning immediately
-    before such amendment, till the expiration of its duration specified in clause
-    ( 1 )
-
-    (3) An election to constitute a Panchayat shall be completed
-
-    (a) before the expiry of its duration specified in clause ( 1 );
-
-    (b) before the expiration of a period of six months from the date of its dissolution:
-    Provided that where the remainder of the period for which the dissolved Panchayat
-    would have continued is less than six months, it shall not be necessary to hold
-    any election under this clause for constituting the Panchayat
-
-    (4) A Panchayat constituted upon the dissolution of a Panchayat before the expiration
-    of its duration shall continue only for the remainder of the period for which
-    the dissolved Panchayat would have continued under clause ( 1 ) had it not been
-    so dissolved"
-
-    Article 243F of Indian Constitution,"Disqualifications for membership
-
-    (1) A person shall be disqualified for being chosen as, and for being, a member
-    of a Panchayat
-
-    (a) if he is so disqualified by or under any law for the time being in force for
-    the purposes of elections to the Legislature of the State concerned: Provided
-    that no person shall be disqualified on the ground that be is less than twenty
-    five years of age, if he has attained the age of twenty one years;
-
-    (b) if he is so disqualified by or under any law made by the Legislature of the
-    State
-
-    (2) If any question arises as to whether a member of a Panchayat has become subject
-    to any of the disqualifications mentioned in clause ( 1 ), the question shall
-    be referred for the decision of such authority and in such manner as the Legislature
-    of a State may, by law, provide","Below is an instruction that describes a task
-    or a question. Write a response that appropriately completes the request.'
-  - A bail application is a petition filed by an accused person requesting release
-    from custody during the pendency of legal proceedings. It is filed in the court
-    where the case is pending trial or appeal. The court has discretion to grant or
-    deny bail based on criteria like flight risktampering with evidenceprevious criminal
-    record etc.
-  - 'Language to be used in Parliament
-
-    (1) Notwithstanding anything in Part XVII, but subject to the Article 348, business
-    in Parliament shall be transacted in Hindi or in English: Provided that the Chairman
-    of the Council of States or Speaker of the House of the People, or Person acting
-    as such, as the Case may be, may permit any member who cannot adequately express
-    himself in Hindi or in English to address the House in his mother tongue
-
-    (2) Unless Parliament by Law otherwise provides, this article shall, after the
-    expiration of a period of fifteen years from the commencement of this Constitution,
-    have effect as if the words or in English were omitted therefrom"
-
-    Article 121 of Indian Constitution,Restriction on discussion in Parliament No
-    discussions shall take place in Parliament with respect to the conduct of any
-    Judge of the Supreme Court or of a High Court in the discharge of his duties expect
-    upon a motion for presenting an address to the President praying for the removal
-    of the Judge as hereinafter provided,"Below is an instruction that describes a
-    task or a question. Write a response that appropriately completes the request.'
-- source_sentence: What is the meaning of the Benami transaction?
-  sentences:
-  - '​​​A Benami transaction means the following transactions or arrangements:
-
-
-    (a)  A transaction or an arrangement:
-
-
-    (A) Where a property is transferred to or is held by a person, and the consideration
-    for such property has been provided, or paid by, another person; and
-
-
-    (B) The property is held for the immediate or future benefit, direct or indirect,
-    of the person who has provided the consideration.
+  - 'Conditions of Governor office
+
+    (1) The Governor shall not be a member of either House of Parliament or of a House
+    of the Legislature of any State specified in the First Schedule, and if a member
+    of either House of Parliament or of a House of the Legislature of any such State
+    be appointed Governor, he shall be deemed to have vacated his seat in that House
+    on the date on which he enters upon his office as Governor
+
+    (2) The Governor shall not hold any other office of profit
+
+    (3) The Governor shall be entitled without payment of rent to the use of his official
+    residences and shall be also entitled to such emoluments, allowances and privileges
+    as may be determined by Parliament by law and, until provision in that behalf
+    is so made, such emoluments, allowances and privileges as are specified in Second
+    Schedule
+
+    (3A) Where the same person is appointed as Governor of two or more States, the
+    emoluments and allowances payable to the Governor shall be allocated among the
+    States in such proportion as the President may by order determine
+
+    (4) The emoluments and allowances of the Governor shall not be diminished during
+    his term of office"
+
+    Article 159 of Indian Constitution,"Oath or affirmation by Governor Every Governor
+    and every person discharging the functions of the Governor shall, before entering
+    upon his office, make and subscribe in the presence of the chief Justice of the
+    High Court exercising jurisdiction in relation to the State, or, in his absence,
+    the senior most Judge of that court available, an oath or affirmation in the following
+    form, that is to say swear in the name of God I, A B, do that I solemnly affirm
+    will faithfully execute the office of Governor (or discharge the functions of
+    the Governor) of (name of the State) and will to the best of my ability preserve,
+    protect and defend the Constitution and the law and that I will devote myself
+    to the service and well being of the people of (name of the State)","Below is
+    an instruction that describes a task or a question. Write a response that appropriately
+    completes the request.'
+  - 'Conduct of business of the Government of India
 
+    (1) All executive action of the Government of India shall be expressed to be taken
+    in the name of the President
 
-    However, a transaction or an arrangement which satisfies conditions (A) and (B)
-    above is not treated as benami when the property is held by:
+    (2) Orders and other instruments made and executed in the name of the President
+    shall be authenticated in such manner as may be specified in rules to be made
+    by the President, and the validity of an order or instrument which is so authenticated
+    shall nor be called in question on the ground that it is not an order or instrument
+    made or executed by the President
 
+    (3) The President shall make rules for the more convenient transaction of the
+    business of the Government of India, and for the allocation among Ministers of
+    the said business"
 
-    ​A Karta, or a member of a HUF, as the case may be, and the property is held for
-    his benefit or the benefit of other members in the family, and the consideration
-    for such property has been provided or paid out of the known sources of the HUF;
+    Article 78 of Indian Constitution,"Duties of Prime Minister as respects the furnishing
+    of information to the President, etc It shall be the duty of the Prime Minister
 
-    A person standing in a fiduciary capacity for the benefit of another person towards
-    whom he stands in such capacity and includes a trustee, executor, partner, director
-    of a company, a depository, or a participant as an agent of a depository under
-    the Depositories Act, 1996 and any other person as may be notified by the Central
-    Government for this purpose;
+    (a) to communicate to the President all decisions of the council of Ministers
+    relating to the administration of the affairs of the union and proposals for legislation;
 
-    Any person being an individual in the name of his spouse or in the name of any
-    child of such individual, and the consideration for such property has been provided
-    or paid out of the known sources of the individual;
+    (b) to furnish such information relating to the administration of the affairs
+    of the Union and proposals for legislation as the President may call for; and
 
-    Any person in the name of his brother or sister or lineal ascendant or descendant,
-    where the names of brother or sister or lineal ascendant or descendent and the
-    individual appear as joint-owners in any document, and the consideration for such
-    property has been provided or paid out of the known sources of the individual.
+    (c) if the President so requires, to submit for the consideration of the Council
+    of Ministers any matter on which a decision has been taken by a Minister but which
+    has not been considered by the Council CHAPTER II PARLIAMENT General","Below is
+    an instruction that describes a task or a question. Write a response that appropriately
+    completes the request.'
+  - If the Informant has claimed the reward for giving information of evasion of tax
+    payable under Black Money (Undisclosed Foreign Income and Assets) and Imposition
+    of Tax Act, 2015, as well as benami properties based upon substantially the same
+    facts and has been found eligible for grant of reward under both the schemes,
+    the total amount of reward under both the schemes taken together shall not exceed
+    Rs. 5 crores.​​​
+- source_sentence: Article 249 of Indian Constitution
+  sentences:
+  - 'Power of Parliament to legislate with respect to a matter in the State List in
+    the national interest
+
+    (1) Notwithstanding anything in the foregoing provisions of this Chapter, if the
+    Council of States has declared by resolution supported by not less than two thirds
+    of the members present and voting that it is necessary or expedient in national
+    interest that Parliament should make laws with respect to any matter enumerated
+    in the State List specified in the resolution, it shall be lawful for Parliament
+    to make laws for the whole or any part of the territory of India with respect
+    to that matter while the resolution remains in force
+
+    (2) A resolution passed under clause ( 1 ) shall remain in force for such period
+    not exceeding one year as may be specified therein: Provided that, if and so often
+    as a resolution approving the continuance in force of any such resolution is passed
+    in the manner provided in clause ( 1 ), such resolution shall continue in force
+    for a further period of one year from the date on which under this clause it would
+    otherwise have ceased to be in force
+
+    (3) A law made by Parliament which Parliament would not but for the passing of
+    a resolution under clause ( 1 ) have been competent to make shall, to the extent
+    of the incompetency, cease to have effect on the expiration of a period of six
+    months after the resolution has ceased to be in force, except as respects things
+    done or omitted to be done before the expiration of the said period"
+
+    Article 250 of Indian Constitution,"Power of Parliament to legislate with respect
+    to any matter in the State List if a Proclamation of Emergency is in operation
+
+    (1) Notwithstanding anything in this Chapter, Parliament shall, while a Proclamation
+    of Emergency is in operation, have, power to make laws for the whole or any part
+    of the territory of India with respect to any of the matters enumerated in the
+    State List
+
+    (2) A law made by Parliament which Parliament would not but for the issue of a
+    Proclamation of Emergency have been competent to make shall, to the extent of
+    the incompetency, cease to have effect on the expiration of a period of six months
+    after the Proclamation has ceased to operate, except as respects things done or
+    omitted to be done before the expiration of the said period","Below is an instruction
+    that describes a task or a question. Write a response that appropriately completes
+    the request.'
+  - 'Penalty for sitting and voting before making oath or affirmation under Article
+    99 or when not qualified or when disqualified If a person sits or votes as a member
+    of either House of Parliament before he has complied with the requirements of
+    Article 99, or when he knows that he is not qualified or that he is disqualified
+    for membership thereof, or that he is prohibited from so doing by the provisions
+    of any law made by Parliament, he shall be liable in respect of each day on which
+    he so sits or votes to a penalty of five hundred rupees to be recovered as a debt
+    due to the Union Powers, Privileges and Immunities of Parliament and its Members"
+
+    Article 105 of Indian Constitution,"Powers, privileges, etc of the Houses of Parliament
+    and of the members and committees thereof
+
+    (1) Subject to the provisions of this constitution and the rules and standing
+    orders regulating the procedure of Parliament, there shall be freedom of speech
+    in Parliament
+
+    (2) No member of Parliament shall be liable to any proceedings in any court in
+    respect of anything said or any vote given by him in Parliament or any committee
+    thereof, and no person shall be so liable in respect of the publication by or
+    under the authority of either House of Parliament of any report, paper, votes
+    or proceedings
+
+    (3) In other respects, the powers, privileges and immunities of each House of
+    Parliament, and of the members and the committees of each House, shall be such
+    as may from time to time be defined by Parliament by law, and, until so defined
+    shall be those of that House and of its members and committees immediately before
+    the coming into force of Section 15 of the Constitution (Forty fourth Amendment)
+    Act 1978
+
+    (4) The provisions of clauses ( 1 ), ( 2 ) and ( 3 ) shall apply in relation to
+    persons who by virtue of this constitution have the right to speak in, and otherwise
+    to take part in the proceedings of, a House of Parliament or any committee thereof
+    as they apply in relation to members of Parliament","Below is an instruction that
+    describes a task or a question. Write a response that appropriately completes
+    the request.'
+  - 'Special provision with respect to the State of Mizoram Notwithstanding anything
+    in this Constitution,
+
+    (a) no Act of President in respect of
+
+    (i) religious or social practices of the Mizos,
+
+    (ii) Mizo customary law and procedure,
+
+    (iii) administration of civil and criminal justice involving decisions according
+    to Mizo customary law,
+
+    (iv) ownership and transfer of land, shall apply to the State of Mizoram unless
+    the Legislative Assembly of the State of Mizoram by a resolution so decides: Provided
+    that nothing in this clause shall apply to any Central Act in force in the union
+    territory of Mizoram immediately before the commencement of the Constitution (Fifty
+    third Amendment) Act, 1986 ;
+
+    (b) the Legislative Assembly of the State of Mizoram shall consist of not less
+    than forty members"
+
+    Article 371H of Indian Constitution,"Special provision with respect to the State
+    of Arunachal Pradesh Notwithstanding anything in this Constitution,
+
+    (a) the Governor of Arunachal Pradesh shall have special responsibility with respect
+    to law and order in the State of Arunachal Pradesh and in the discharge of his
+    functions in relation thereto, the Governor shall, after consulting the Council
+    of Ministers, exercise his individual judgment as to the action to be taken: Provided
+    that if any question arises whether any matter is or is not a matter as respects
+    which the Governor is under this clause required to act in the exercise of his
+    individual judgment, the decision of the Governor in his discretion shall be final,
+    and the validity of anything done by the Governor shall not be called in question
+    on the ground that he ought or ought not to have acted in the exercise of his
+    individual judgment: Provided further that if the President on receipt of a report
+    from the Governor or otherwise is satisfied that it is no longer necessary for
+    the Governor to have special responsibility with respect to law and order in the
+    State of Arunachal Pradesh, he may by order direct that the Governor shall cease
+    to have such responsibility with effect from such date as may be specified in
+    the order;
+
+    (b) the Legislative Assembly of the State of Arunachal Pradesh shall consist of
+    not less than thirty members","Below is an instruction that describes a task or
+    a question. Write a response that appropriately completes the request.'
+- source_sentence: What is the provision of Section 2(1A)(b)(ii)?
+  sentences:
+  - Reward in accordance with this scheme shall be ex-gratia payment granted at the
+    absolute discretion of the authority competent to grant reward. The decision of
+    the authority shall be final, and it shall not be subject to any litigation, appeal,
+    adjudication and arbitration except review as provided in this scheme.​​​
+  - '​​Any income derived by performing the marketing process by the cultivator is
+    an agricultural income if the following conditions are fulfilled:
 
-    Examples
 
+    ​The process to which the agricultural produce is subjected should be ordinarily
+    employed by a cultivator or receiver of rent-in-kind.
 
-    Mr. A buys a house in the name of his sister-in-law Mrs. B. Payment has been made
-    by A. He and his family live in that house. Even if B is a rich lady, the transaction
-    is benami. B is the Benamidar, and A is the beneficial owner. [Illustration from
-    “Keep away from Benami Transaction" leaflet issued by the Income Tax Department].
+    The process should be employed to render the produce fit to be taken to market
+    and not for any other purpose.​'
+  - 'Promotion of international peace and security The State shall endeavour to
 
-    It would, however, not be a benami transaction if it can be proved that consider­ation
-    was paid out of HUF funds and the property was purchased for the benefit of the
-    HUF family [Exception (i) to Section 2(9)(A)]. It would also not be a benami transaction
-    if it can be proved that the sister-in-law B was in a fiduciary relationship vis-a-vis
-    Mr. A [Excep­tion (ii) to Section 2(9)(A)]
+    (a) promote international peace and security;
 
+    (b) maintain just and honourable relations between nations;
 
-    Mr. P wants to take a liquor license from the government. He pays the money in
-    the name of employee Mr. K, and the contract is awarded to Mr.K, but Mr. P is
-    deriving benefit from the liquor license. The transaction is a benami transaction.
-    Mr. K is the benamidar. Mr. P is the beneficial owner and profits from such liquor
-    business shall be the benami property. [Illustration from “Keep away from Benami
-    Transaction" leaflet issued by the Income Tax Department].
+    (c) foster respect for international law and treaty obligations in the dealings
+    of organised peoples with one another; and encourage settlement of international
+    disputes by arbitration PART IVA FUNDAMENTAL DUTIES"
 
-    (b)   A transaction or an arrangement in respect of a property carried out or
-    made in a fictitious name;
+    Article 51A of Indian Constitution,"Fundamental duties It shall be the duty of
+    every citizen of India (a) to abide by the Constitution and respect its ideals
+    and institutions, the national Flag and the National Anthem;
 
+    (b) to cherish and follow the noble ideals which inspired our national struggle
+    for freedom;
 
-    Example: Fixed deposits kept in the name of fictitious persons is a benami transaction/benami
-    property[Illustration from “Keep away from Benami Transaction" leaflet issued
-    by the Income Tax Department].
+    (c) to uphold and protect the sovereignty, unity and integrity of India;
 
+    (d) to defend the country and render national service when called upon to do so;
 
-    (c)   A transaction or an arrangement in respect of a property where the owner
-    of the property is not aware of, or denies knowledge of, such ownership;
+    (e) to promote harmony and the spirit of common brotherhood amongst all the people
+    of India transcending religious, linguistic and regional or sectional diversities;
+    to renounce practices derogatory to the dignity of women;
 
+    (f) to value and preserve the rich heritage of our composite culture;
 
-    Example: Cash kept in a bank locker in the name of his employee/relative who denies
-    knowledge is a benami property [Illustration from the leaflet “Keep away from
-    Benami Transaction" issued by the Income-Tax Department].
+    (g) to protect and improve the natural environment including forests, lakes, rivers
+    and wild life, and to have compassion for living creatures;
 
+    (h) to develop the scientific temper, humanism and the spirit of inquiry and reform;
 
-    (d)  A transaction or an arrangement in respect of a property where the person
-    providing the consideration is not traceable or is fictitious.​'
-  - ​​If an informant furnishes false information, such an act is considered as an
-    offence, and the person giving false information/evidence/ statement will be liable
-    to be prosecuted for such offence.​​
-  - 'Recommendations of the Finance Commission The President shall cause every recommendation
-    made by the Finance Commission under the provisions of this Constitution together
-    with an explanatory memorandum as to the action taken thereon to be laid before
-    each House of Parliament Miscellaneous Financial Provisions"
+    (i) to safeguard public property and to abjure violence;
 
-    Article 282 of Indian Constitution,"Expenditure defrayable by the Union or a State
-    out of its revenues The Union or a State may make any grants for any public purpose,
-    notwithstanding that the purpose is not one with respect to which Parliament or
-    the Legislature of the State, as the case may be, may make laws","Below is an
-    instruction that describes a task or a question. Write a response that appropriately
+    (j) to strive towards excellence in all spheres of individual and collective activity
+    so that the nation constantly rises to higher levels of endeavour and achievement
+    PART V THE UNION CHAPTER I THE EXECUTIVE The President and Vice President","Below
+    is an instruction that describes a task or a question. Write a response that appropriately
     completes the request.'
-- source_sentence: Whether the show-cause notice has to be served to the beneficial
-    owner also?
+- source_sentence: When prosecution under Section 276A can be launched?
   sentences:
-  - '​​Even if a charitable institution cannot utilise 85% of its income for charitable
-    or religious purposes in India, it shall be deemed to be applied for such purposes
-    in the situations described below.
-
-
-    ​Where income has not been received in the previous year;
-
-    Where income could not be applied due to other reasons.
-
-    Such deemed application of income shall be considered when the institution furnishes
-    the details electronically in Form 9A at least two months prior to the due date
-    specified under Section 139(1) for furnishing the return of income for the previous
-    year.​'
-  - ​The copy of the show-cause notice has to be sent to the beneficial owner, if
-    known.​
-  - 'Oath or affirmation by Judges of High Courts Every person appointed to be a Judge
-    of a High Court shall, before he enters upon his office, make and subscribe before
-    the Governor of the State, or some person appointed in that behalf by him, an
-    oath or affirmation according to the form set out for the purpose in the Third
-    Schedule"
-
-    Article 220 of Indian Constitution,"Restriction on practice after being a permanent
-    Judge No person who, after the commencement of this Constitution, has held office
-    as a permanent Judge of a High Court shall plead or act in any court or before
-    any authority in India except the Supreme Court and the other High Courts Explanation
-    In this article, the expression High Court does not include a High Court for a
-    State specified in Part B of the First Schedule as it existed before the commencement
-    of the Constitution (seventh Amendment) Act, 1956","Below is an instruction that
-    describes a task or a question. Write a response that appropriately completes
+  - '​​​Prosecution under Section 276A can be launched where any person, appointed
+    as liquidator of a company, has committed any of the following defaults:
+
+
+    ​He fails to give notice of his appointment within 30 days to the Assessing Officer
+    having jurisdiction over such company;
+
+    He fails to set aside the amount, notified to him by the Assessing Officer, to
+    meet the tax demand;
+
+    He parts with any of the assets of the company or properties in hand, until the
+    amount to be set aside, is notified by the Assessing officer, without the prior
+    approval of the prescribed tax authority; or
+
+    He parts with any of the assets of the company or properties in hand until the
+    amount of tax demand notified by the Assessing Officer is set aside.
+
+    No proceedings shall be initiated under this provision on or after 01-04-2023.​'
+  - 'Fundamental duties It shall be the duty of every citizen of India (a) to abide
+    by the Constitution and respect its ideals and institutions, the national Flag
+    and the National Anthem;
+
+    (b) to cherish and follow the noble ideals which inspired our national struggle
+    for freedom;
+
+    (c) to uphold and protect the sovereignty, unity and integrity of India;
+
+    (d) to defend the country and render national service when called upon to do so;
+
+    (e) to promote harmony and the spirit of common brotherhood amongst all the people
+    of India transcending religious, linguistic and regional or sectional diversities;
+    to renounce practices derogatory to the dignity of women;
+
+    (f) to value and preserve the rich heritage of our composite culture;
+
+    (g) to protect and improve the natural environment including forests, lakes, rivers
+    and wild life, and to have compassion for living creatures;
+
+    (h) to develop the scientific temper, humanism and the spirit of inquiry and reform;
+
+    (i) to safeguard public property and to abjure violence;
+
+    (j) to strive towards excellence in all spheres of individual and collective activity
+    so that the nation constantly rises to higher levels of endeavour and achievement
+    PART V THE UNION CHAPTER I THE EXECUTIVE The President and Vice President"
+
+    Article 52 of Indian Constitution,The President of India There shall be a President
+    of India,"Below is an instruction that describes a task or a question. Write a
+    response that appropriately completes the request.'
+  - 'Provisions as to Judges of High Courts
+
+    (1) Notwithstanding anything in this clause ( 2 ) of Article 217, the Judges of
+    a High Court in any Province holding office immediately before the commencement
+    of this Constitution shall, unless they have elected otherwise, become on such
+    commencement the Judges of the High Court in the corresponding State, and shall
+    thereupon be entitled to such salaries and allowances and to such rights in respect
+    of leave of absence and pension as are provided for under Article 221 in respect
+    of the Judges of such High Court Any such Judge shall, notwithstanding that he
+    is not a citizen of India, be eligible for appointment as Chief Justice of such
+    High Court, or as Chief Justice or other Judge of any other High Court
+
+    (2) The Judges of a High Court in any Indian State corresponding to any State
+    specified in Part B of the First Schedule holding office immediately before the
+    commencement of this Constitution shall, unless they have elected otherwise, become
+    on such commencement the Judges of the High Court in the State so specified and
+    shall, notwithstanding anything in clauses ( 1 ) and ( 2 ) of Article 217 but
+    subject to the proviso to clause ( 1 ) of that article, continue to hold office
+    until the expiration of such period as the President may by order determine In
+    this article, the expression Judge does not include an acting Judge or an additional
+    Judge"
+
+    Article 377 of Indian Constitution,"Provisions as to Comptroller and Auditor General
+    of India The Auditor General of India holding office immediately before the commencement
+    of this Constitution shall, unless he has elected otherwise, become on such commencement
+    the Comptroller and Auditor General of India and shall thereupon be entitled to
+    such salaries and to such rights in respect of leave of absence and pension as
+    are provided for under clause ( 3 ) of Article 148 in respect of the Comptroller
+    and Auditor General of India and be entitled to continue to hold office until
+    the expiration of his term of office as determined under the provisions which
+    were applicable to him immediately before such commencement","Below is an instruction
+    that describes a task or a question. Write a response that appropriately completes
     the request.'
-- source_sentence: Article 23 of Indian Constitution
-  sentences:
-  - 'Prohibition of traffic in human beings and forced labour
-
-    (1) Traffic in human beings and begar and other similar forms of forced labour
-    are prohibited and any contravention of this provision shall be an offence punishable
-    in accordance with law
-
-    (2) Nothing in this article shall prevent the State from imposing compulsory service
-    for public purpose, and in imposing such service the State shall not make any
-    discrimination on grounds only of religion, race, caste or class or any of them"
-
-    Article 24 of Indian Constitution,"Prohibition of employment of children in factories,
-    etc No child below the age of fourteen years shall be employed to work in any
-    factory or mine or engaged in any other hazardous employment Provided that nothing
-    in this sub clause shall authorise the detention of any person beyond the maximum
-    period prescribed by any law made by Parliament under sub clause (b) of clause
-    ( 7 ); or such person is detained in accordance with the provisions of any law
-    made by Parliament under sub clauses (a) and (b) of clause ( 7 )","Below is an
-    instruction that describes a task or a question. Write a response that appropriately
-    completes the request.'
-  - 'Regulation by law of procedure in the Legislature of the State in relation to
-    financial business The Legislature of a State may, for the purpose of the timely
-    completion of financial business, regulate by law the procedure of, and the conduct
-    of business in, the House or Houses of the Legislature of the State in relation
-    to any financial matter or to any Bill for the appropriation of moneys out of
-    the Consolidated Fund of the State, and, if and so far as any provision of any
-    law so made is inconsistent with any rule made by the House or either House of
-    the Legislature of the State under clause ( 1 ) of article 208 or with any rule
-    or standing order having effect in relation to the Legislature of the State under
-    clause ( 2 ) of that article, such provision shall prevail"
-
-    Article 210 of Indian Constitution,"Language to be used in the Legislature
-
-    (1) Notwithstanding anything in Part XVII, but subject to the provisions of article
-    348, business in the Legislature of a State shall be transacted in the official
-    language or languages of the State or in Hindi or in English: Provided that the
-    Speaker of the Legislative Assembly or Chairman of the Legislative Council, or
-    person acting as such, as the case may be, may permit any member who cannot adequately
-    express himself in any of the languages aforesaid to address the House in his
-    mother tongue
-
-    (2) Unless the Legislature of the State by law otherwise provides, this article
-    shall, after the expiration of a period of fifteen years from the commencement
-    of this Constitution, have effect as if the words or in English were omitted here
-    from: Provided that in relation to the Legislatures of the States of Himachal
-    Pradesh, Manipur, Meghalaya and Tripura this clause shall have effect as if for
-    the words fifteen years occurring therein, the words twenty five years were substituted:
-    Provided further that in relation to the Legislature of the States of Arunachal
-    Pradesh, Goa and Mizoram, this clause shall have effect as if for the words fifteen
-    years occurring therein, the words forty years were substituted","Below is an
-    instruction that describes a task or a question. Write a response that appropriately
-    completes the request.'
-  - 'Admission or establishment of new States: Parliament may by law admit into the
-    Union, or establish, new States on such terms and conditions, as it thinks fit"
-
-    Article 2A of Indian Constitution,"Sikkim to be associated with the Union Rep
-    by the Constitution Thirty six Amendment Act, 1975 , Section 5 (w e f 26 04 1975
-    )","Below is an instruction that describes a task or a question. Write a response
-    that appropriately completes the request.'
-- source_sentence: What is the meaning of borrowing cost?
+- source_sentence: Article 45 of Indian Constitution
   sentences:
+  - '​​Income derived from land can be termed agricultural income if the following
+    conditions are satisfied:
+
+
+    Rent or revenue should be derived from the land;
+
+    Land should be situated in India; and
+
+    Land should be used for agricultural purposes.​'
   - 'Extent of executive power of State Subject to the provisions of this Constitution,
     the executive power of a State shall extend to the matters with respect to which
     the Legislature of the State has power to make laws Provided that in any matter
@@ -291,62 +373,31 @@ widget:
     to the Governor shall not be inquired into in any court","Below is an instruction
     that describes a task or a question. Write a response that appropriately completes
     the request.'
-  - 'Qualifications for election as President
-
-    (1) No person shall be eligible for election as President unless he
-
-    (a) is a citizen of India,
-
-    (b) has completed the age of thirty five years, and
-
-    (c) is qualified for election as a member of the House of the People
-
-    (2) A person shall not be eligible for election as President if he holds any office
-    of profit under the or the Government of any State or under any local or other
-    authority subject to the control of any of the said Governments Explanation For
-    the purposes of this article, a person shall not be deemed to hold any office
-    of profit by reason only that he is the President or Vice President of the Union
-    or the Governor of any State or is a Minister either for the Union or for any
-    State"
-
-    Article 59 of Indian Constitution,"Conditions of Presidents office
-
-    (1) The President shall not be a member of either House of Parliament or of a
-    House of the Legislature of any State, and if a member of either House of Parliament
-    or of a House of the Legislature of any State be elected President, he shall be
-    deemed to have vacated his seat in that House on the date on which he enters upon
-    his office as President
-
-    (2) The President shall not hold any other office of profit
-
-    (3) The President shall be entitled without payment of rent to the use of his
-    official residences and shall be also entitled to such emoluments, allowances
-    and privileges as may be determined by Parliament by law and, until provision
-    in that behalf is so made, such emoluments, allowances and privileges as are specified
-    in the Second Schedule
-
-    (4) The emoluments and allowances of the President shall ot be diminished during
-    his term of office","Below is an instruction that describes a task or a question.
-    Write a response that appropriately completes the request.'
-  - ​Borrowing cost means interest and other cost incurred by a person in connection
-    with the borrowing of funds. It includes commitment charges, amortised amount
-    of discounts or premiums relating to borrowings, processing charges, charges incurred
-    under the finance lease or any other similar arrangements. The CBDT, vide Circular
-    No. 10/2017, dated 23-3-2017, has clarified that bill discounting charges and
-    other similar charges are also treated as borrowing costs.​
+  - 'Provision for free and compulsory education for children The State shall endeavour
+    to provide, within a period of ten years from the commencement of this Constitution,
+    for free and compulsory education for all children until they complete the age
+    of fourteen years"
+
+    Article 46 of Indian Constitution,"Promotion of educational and economic interests
+    of Scheduled Castes, Scheduled Tribes and other weaker sections The State shall
+    promote with special care the educational and economic interests of the weaker
+    sections of the people, and, in particular, of the Scheduled Castes and the Scheduled
+    Tribes, and shall protect them from social injustice and all forms of exploitation","Below
+    is an instruction that describes a task or a question. Write a response that appropriately
+    completes the request.'
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
 
-# SentenceTransformer based on nlpaueb/legal-bert-base-uncased
+# SentenceTransformer based on rossieRuby/nyayadrishti-bert
 
-This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [nlpaueb/legal-bert-base-uncased](https://huggingface.co/nlpaueb/legal-bert-base-uncased). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [rossieRuby/nyayadrishti-bert](https://huggingface.co/rossieRuby/nyayadrishti-bert). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
 
 ## Model Details
 
 ### Model Description
 - **Model Type:** Sentence Transformer
-- **Base model:** [nlpaueb/legal-bert-base-uncased](https://huggingface.co/nlpaueb/legal-bert-base-uncased) <!-- at revision 15b570cbf88259610b082a167dacc190124f60f6 -->
+- **Base model:** [rossieRuby/nyayadrishti-bert](https://huggingface.co/rossieRuby/nyayadrishti-bert) <!-- at revision 04cc356c2d4494dd15c593a77f26e472a4601028 -->
 - **Maximum Sequence Length:** 512 tokens
 - **Output Dimensionality:** 768 dimensions
 - **Similarity Function:** Cosine Similarity
@@ -387,9 +438,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("sentence_transformers_model_id")
 # Run inference
 sentences = [
-    'What is the meaning of borrowing cost?',
-    '\u200bBorrowing cost means interest and other cost incurred by a person in connection with the borrowing of funds. It includes commitment charges, amortised amount of discounts or premiums relating to borrowings, processing charges, charges incurred under the finance lease or any other similar arrangements. The CBDT, vide Circular No. 10/2017, dated 23-3-2017, has clarified that bill discounting charges and other similar charges are also treated as borrowing costs.\u200b',
-    'Qualifications for election as President\n(1) No person shall be eligible for election as President unless he\n(a) is a citizen of India,\n(b) has completed the age of thirty five years, and\n(c) is qualified for election as a member of the House of the People\n(2) A person shall not be eligible for election as President if he holds any office of profit under the or the Government of any State or under any local or other authority subject to the control of any of the said Governments Explanation For the purposes of this article, a person shall not be deemed to hold any office of profit by reason only that he is the President or Vice President of the Union or the Governor of any State or is a Minister either for the Union or for any State"\nArticle 59 of Indian Constitution,"Conditions of Presidents office\n(1) The President shall not be a member of either House of Parliament or of a House of the Legislature of any State, and if a member of either House of Parliament or of a House of the Legislature of any State be elected President, he shall be deemed to have vacated his seat in that House on the date on which he enters upon his office as President\n(2) The President shall not hold any other office of profit\n(3) The President shall be entitled without payment of rent to the use of his official residences and shall be also entitled to such emoluments, allowances and privileges as may be determined by Parliament by law and, until provision in that behalf is so made, such emoluments, allowances and privileges as are specified in the Second Schedule\n(4) The emoluments and allowances of the President shall ot be diminished during his term of office","Below is an instruction that describes a task or a question. Write a response that appropriately completes the request.',
+    'Article 45 of Indian Constitution',
+    'Provision for free and compulsory education for children The State shall endeavour to provide, within a period of ten years from the commencement of this Constitution, for free and compulsory education for all children until they complete the age of fourteen years"\nArticle 46 of Indian Constitution,"Promotion of educational and economic interests of Scheduled Castes, Scheduled Tribes and other weaker sections The State shall promote with special care the educational and economic interests of the weaker sections of the people, and, in particular, of the Scheduled Castes and the Scheduled Tribes, and shall protect them from social injustice and all forms of exploitation","Below is an instruction that describes a task or a question. Write a response that appropriately completes the request.',
+    'Extent of executive power of State Subject to the provisions of this Constitution, the executive power of a State shall extend to the matters with respect to which the Legislature of the State has power to make laws Provided that in any matter with respect to which the Legislature of a State and Parliament have power to make laws, the executive power of the State shall be subject to, and limited by, the executive power expressly conferred by the Constitution or by any law made by Parliament upon the Union or authorities thereof Council of Ministers"\nArticle 163 of Indian Constitution,"Council of Ministers to aid and advise Governor\n(1) There shall be a council of Ministers with the chief Minister at the head to aid and advise the Governor in the exercise of his functions, except in so far as he is by or under this constitution required to exercise his functions or any of them in his discretion\n(2) If any question arises whether any matter is or is not a matter as respects which the Governor is by or under this Constitution required to act in his discretion, the decision of the Governor in his discretion shall be final, and the validity of anything done by the Governor shall not be called in question on the ground that he ought or ought not to have acted in his discretion\n(3) The question whether any, and if so what, advice was tendered by Ministers to the Governor shall not be inquired into in any court","Below is an instruction that describes a task or a question. Write a response that appropriately completes the request.',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -451,11 +502,11 @@ You can finetune this model on your own dataset.
   | type    | string                                                                             | string                                                                              | float                                                         |
   | details | <ul><li>min: 7 tokens</li><li>mean: 13.33 tokens</li><li>max: 100 tokens</li></ul> | <ul><li>min: 3 tokens</li><li>mean: 210.82 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 1.0</li><li>mean: 1.0</li><li>max: 1.0</li></ul> |
 * Samples:
-  | sentence_0                                                          | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | label            |
-  |:--------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------|
-  | <code>Article 239A of Indian Constitution</code>                    | <code>Creation of local Legislatures or Council of Ministers or both for certain Union territories<br>(1) Parliament may by law create for the Union territory of Pondicherry<br>(a) a body, whether elected or partly nominated and partly elected, to function as a Legislature for the Union territory, or<br>(b) a Council of Ministers, or both with such constitution, powers and functions, in each case, as may be specified in the law<br>(2) Any such law as is referred to in clause ( 1 ) shall not be deemed to be an amendment of this Constitution for the purposes of Article 368 notwithstanding that it contains any provision which amends or has the effect of amending this Constitution"<br>Article 239B of Indian Constitution,"Power of administrator to promulgate Ordinances during recess of Legislature<br>(1) If at any time, except when the Legislature of the Union territory of Pondicherry is in session, the administrator thereof is satisfied that circumstances exist which render it necessary for him to take immediate ...</code> | <code>1.0</code> |
-  | <code>Article 378 of Indian Constitution</code>                     | <code>Provisions as to Public Service Commissions<br>(1) The members of the Public Service Commission for the Dominion of India holding office immediately before the commencement of this Constitution shall, unless they have elected otherwise, become on such commencement the members of the Public Service Commission for the Union and shall, notwithstanding anything in clauses ( 1 ) and ( 2 ) of Article 316 but subject to the proviso to clause ( 2 ) of that article, continue to hold office until the expiration of their term of office as determined under the rules which were applicable immediately before such commencement to such members<br>(2) The members of a Public Service Commission of a Province or of a Public Service Commission serving the needs of a group of Provinces holding office immediately before the commencement of this Constitution shall, unless they have elected otherwise, become on such commencement the members of the Public Service Commission for the corresponding State or the members...</code>             | <code>1.0</code> |
-  | <code>When prosecution under Section 275B shall be launched?</code> | <code>Prosecution under Section 275B shall be launched if a person fails to provide the facility to the authorised officer to inspect any books of accounts or other documents during the search and seizure.​</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | <code>1.0</code> |
+  | sentence_0                                                                      | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | label            |
+  |:--------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------|
+  | <code>What can I do if I disagree with the amount of outstanding demand?</code> | <code>​​You can choose ‘Disagree with Demand (Either in Full or Part)’. After you select the option, you need to select from the list of reasons due to which you disagree with the amount of demand. After selecting the relevant option from the list, you need to provide details for each reason before submitting the response. If you partially disagree with the demand, you should pay the undisputed portion of the demand (i.e. with which you agree).​​</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | <code>1.0</code> |
+  | <code>Article 48A of Indian Constitution</code>                                 | <code>Protection and improvement of environment and safeguarding of forests and wild life The State shall endeavour to protect and improve the environment and to safeguard the forests and wild life of the country"<br>Article 49 of Indian Constitution,"Protection of monuments and places and objects of national importance It shall be the obligation of the State to protect every monument or place or object of artistic or historic interests, declared by or under law made by Parliament to be of national importance, from spoliation, disfigurement, destruction, removal, disposal or export, as the case may be","Below is an instruction that describes a task or a question. Write a response that appropriately completes the request.</code>                                                                                                                                                                                                                                                                                                          | <code>1.0</code> |
+  | <code>Article 165 of Indian Constitution</code>                                 | <code>Advocate General for the State<br>(1) The Governor of each State shall appoint a person who is qualified to be appointed a Judge of a High Court to be Advocate General for the State<br>(2) It shall be the duty of the Advocate General to give advice to the Government of the State upon such legal matters, and to perform such other duties of a legal character, as may from time to time be referred or assigned to him by the Governor, and to discharge the functions conferred on him by or under this Constitution or any other law for the time being in force<br>(3) The Advocate General shall hold office during the pleasure of the Governor, and shall receive such remuneration as the Governor may determine Conduct of Government Business"<br>Article 166 of Indian Constitution,"Conduct of business of the Government of a State<br>(1) All executive action of the Government of a State shall be expressed to be taken in the name of the Governor<br>(2) Orders and other instruments made and executed in the name of the Gove...</code> | <code>1.0</code> |
 * Loss: [<code>CosineSimilarityLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosinesimilarityloss) with these parameters:
   ```json
   {

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:673aafe057be5d357e452c8c86583b65658ef90faf183f3da9872f85243c29ac
+oid sha256:fe22d3398338d0481668d330126a1a22a5fefadad4f86003740ced96c917a492
 size 437951328

special_tokens_map.json

@@ -1,7 +1,37 @@
 {
-  "cls_token": "[CLS]",
-  "mask_token": "[MASK]",
-  "pad_token": "[PAD]",
-  "sep_token": "[SEP]",
-  "unk_token": "[UNK]"
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
 }

tokenizer_config.json

@@ -47,12 +47,19 @@
   "do_lower_case": true,
   "extra_special_tokens": {},
   "mask_token": "[MASK]",
+  "max_length": 512,
   "model_max_length": 512,
   "never_split": null,
+  "pad_to_multiple_of": null,
   "pad_token": "[PAD]",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
   "sep_token": "[SEP]",
+  "stride": 0,
   "strip_accents": null,
   "tokenize_chinese_chars": true,
   "tokenizer_class": "BertTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
   "unk_token": "[UNK]"
 }