Add new SentenceTransformer model

1_Pooling/config.json

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+{
+  "word_embedding_dimension": 768,
+  "pooling_mode_cls_token": false,
+  "pooling_mode_mean_tokens": true,
+  "pooling_mode_max_tokens": false,
+  "pooling_mode_mean_sqrt_len_tokens": false,
+  "pooling_mode_weightedmean_tokens": false,
+  "pooling_mode_lasttoken": false,
+  "include_prompt": true
+}

README.md

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+---
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:1788
+- loss:TripletLoss
+base_model: law-ai/InLegalBERT
+widget:
+- source_sentence: '[IPC_SECTION_351] According to Whoever makes any gesture, or any
+    preparation intending or knowing it to be likely that such gesture or preparation
+    will cause any person present to apprehend that he who makes that gesture or preparation
+    is about to use criminal force to that person, is said to commit an assault. IPC
+    351 in Simple Words they are considered to have committed an assault.'
+  sentences:
+  - '[CRPC_SECTION_162] Section 162, No statement made by any person to a police officer
+    in the course of an investigation under this Chapter, shall, if reduced to writing,
+    be signed by the person making it; nor shall any such statement or any record
+    thereof, whether in a police diary or otherwise, or any part of such statement
+    or record, be used for any purpose, save as hereinafter provided, at any inquiry
+    or trial in respect of any offence under investigation at the time when such statement
+    was made; Provided that when any witness is called for the prosecution in such
+    inquiry or trial whose statement has been reduced into writing as aforesaid, any
+    part of his statement, if duly proved, may be used by the accused, and with the
+    permission of the Court, by the prosecution, to contradict such witness in the
+    manner provided by section 145 of the , 1872 (1 of 1872); and when any part of
+    such statement is so used, any part thereof may also be used in the re-examination
+    of such witness, but for the purpose only of explaining any matter referred to
+    in his cross-examination. Nothing in this section shall be deemed to apply to
+    any statement falling within the provisions of clause (1) of section 32 of the
+    , 1872 (1 of 1872), or to affect the provisions of section 27 of that Act.'
+  - Section 446A, Without prejudice to the provisions of section 446, where a bond
+    under this Code is for appearance of a person in a case and it is forfeited for
+    breach of a condition— the bond executed by such person as well as the bond, if
+    any, executed by one or more of his sureties in that case shall stand cancelled;
+    and thereafter no such person shall be released only on his own bond in that case,
+    if the Police Officer or the Court, as the case may be, for appearance before
+    whom the bond was executed, is satisfied that there was no sufficient cause for
+    the failure of the person bound by the bond to comply with its condition; Provided
+    that subject to any other provision of this Code he may be released in that case
+    upon the execution of a fresh personal bond for such sum of money and bond by
+    one or more of such sureties as the Police Officer or the Court, as the case may
+    be, thinks sufficient.
+  - According to Whoever makes any gesture, or any preparation intending or knowing
+    it to be likely that such gesture or preparation will cause any person present
+    to apprehend that he who makes that gesture or preparation is about to use criminal
+    force to that person, is said to commit an assault. IPC 351 in Simple Words they
+    are considered to have committed an assault.
+- source_sentence: '[NIA_SECTION_71] Section 71, If the maker, drawee or acceptor
+    of a negotiable instrument has no known place of business or fixed residence,
+    and no place is specified in the instrument for presentment for acceptance or
+    payment, such presentment may be made to him in person wherever be can be found.'
+  sentences:
+  - Section 123, Whenever the District Magistrate in the case of an order passed by
+    an Executive Magistrate under section 117, or the Chief Judicial Magistrate in
+    any other case is of opinion that any person imprisoned for failing to give security
+    under this Chapter may be released without hazard to the community or to any other
+    person, he may order such person to be discharged. Whenever any person has been
+    imprisoned for failing to give security under this Chapter, the High Court or
+    Court of Session, or, where the order was made by any other Court, the District
+    Magistrate, in the case of an order passed by an Executive Magistrate under section
+    117, or the Chief Judicial Magistrate in any other case, may make an order reducing
+    the amount of the security or the number of sureties or the time for which security
+    has been required. An order under Sub-Section (1) may direct the discharge of
+    such person either without conditions or upon any conditions which such person
+    accepts; Provided that any condition imposed shall cease to be operative when
+    the period for which such person was ordered to give security has expired. The
+    State Government may prescribe the conditions upon which a conditional discharge
+    may be made. If any condition upon which any person has been discharged is, in
+    the opinion of the District Magistrate, in the case of an order passed by an Executive
+    Magistrate under section 117, or the Chief Judicial Magistrate in any other case
+    by whom the order of discharge was made or of his successor, not fulfilled, he
+    may cancel the same. When a conditional order of discharge has been cancelled
+    under Sub-Section (5), such person may be arrested by any police officer without
+    warrant, and shall thereupon be produced before the District Magistrate, in the
+    case of an order passed by an Executive Magistrate under section 117, or the Chief
+    Judicial Magistrate in any other case. Unless such person gives security in accordance
+    with the terms of the original order for the unexpired portion of the term for
+    which he was in the first instance committed or ordered to be detained (such portion
+    being deemed to be a period equal to the period between the date of the breach
+    of the conditions of discharge and the date on which, except for such conditional
+    discharge, he would have been entitled to release), the District Magistrate, in
+    the case of an order passed by an Executive Magistrate under section 117, or the
+    Chief Judicial Magistrate in any other case may remand such person to prison to
+    undergo such unexpired portion. A person remanded to prison under Sub-Section
+    (7) shall, subject to the provisions of section 122, be released at any lime on
+    giving security in accordance with the terms of the original order for the unexpired
+    portion aforesaid to the Court or Magistrate by whom such order was made, or to
+    its or his successor. The High Court or Court of Sessions may at any time, for
+    sufficient reasons to be recorded in writing, cancel any bond for keeping the
+    peace or for good behaviour executed under this Chapter by any order made by it,
+    and the District Magistrate, in the case of an order passed by an Executive Magistrate
+    under section 117, or the Chief Judicial Magistrate in any other case may make
+    such cancellation where such bond was executed under his order or under the order
+    of any other Court in his district. Any surety for the peaceable conduct or good
+    behaviour of another person, ordered to execute a bond under this Chapter may
+    at any time apply to the Court making such order to cancel the bond and on such
+    application being made, the Court shall issue a summons or warrant, as it thinks
+    fit, requiring the person for whom such surety is bound to appear or to be brought
+    before it.
+  - Section 71, If the maker, drawee or acceptor of a negotiable instrument has no
+    known place of business or fixed residence, and no place is specified in the instrument
+    for presentment for acceptance or payment, such presentment may be made to him
+    in person wherever be can be found.
+  - '[NIA_SECTION_121] Section 121, No maker of a promissory note and no acceptor
+    of a bill of exchange payable to order shall, in a suit thereon by a holder in
+    due course, be permitted to deny the payee’s capacity, at the date of the note
+    or bill, to indorse the same.'
+- source_sentence: '[IPC_SECTION_343] According to Whoever wrongfully confines any
+    person for three days or more, shall be punished with imprisonment of either description
+    for a term which may extend to two years, or with fine, or with both. IPC 343
+    in Simple Words or a fine, or both.'
+  sentences:
+  - D, D According to section 354D of , (1) Any man who— follows a woman and contacts,
+    or attempts to contact such woman to foster personal interaction repeatedly despite
+    a clear indication of disinterest by such woman; or monitors the use by a woman
+    of the internet, email or any other form of electronic communication, commits
+    the offence of stalking; Provided that such conduct shall not amount to stalking
+    if the man who pursued it proves that— it was pursued for the purpose of preventing
+    or detecting crime and the man accused of stalking had been entrusted with the
+    responsibility of prevention and detection of crime by the State; or it was pursued
+    under any law or to comply with any condition or requirement imposed by any person
+    under any law; or in the particular circumstances such conduct was reasonable
+    and justified. (2) Whoever commits the offence of stalking shall be punished on
+    first conviction with imprisonment of either description for a term which may
+    extend to three years, and shall also be liable to fine; and be punished on a
+    second or subsequent conviction, with imprisonment of either description for a
+    term which may extend to five years, and shall also be liable to fine. IPC 354D
+    in Simple Words According to section 354D of the , any man who repeatedly follows,
+    contacts, or monitors a woman's electronic communications despite her clear disinterest
+    commits the offence of stalking and can be imprisoned for up to three years on
+    first conviction and up to five years on subsequent convictions, along with a
+    fine. However, certain justifiable circumstances may not be considered stalking.
+  - '[CONSTITUTION_ARTICLE_173] Qualification for membership of the State Legislature
+    A person shall not be qualified to be chosen to fill a seat in the Legislature
+    of a State unless he (a) is a citizen of India, and makes and subscribes before
+    some person authorised in that behalf by the Election Commission an oath or affirmation
+    according to the form set out for the purpose in the Third Schedule; (b) is, in
+    the case of a seat in the Legislative Assembly, not less than twenty five years
+    of age and in the case of a seat in the Legislative Council, not less than thirty
+    years of age; and (c) possesses such other qualifications as may be prescribed
+    in that behalf by or under any law made by Parliament'
+  - According to Whoever wrongfully confines any person for three days or more, shall
+    be punished with imprisonment of either description for a term which may extend
+    to two years, or with fine, or with both. IPC 343 in Simple Words or a fine, or
+    both.
+- source_sentence: '[CPC_SECTION_82] Section 82, 1[(I) Where, in a suit by or against
+    the Government or by or against a public officer in respect of any act purporting
+    to be done by him in his official capacity, a decree is passed against the Union
+    of India or a State or, as the case may be, the public officer, such decree shall
+    not be executed except in accordance with the provisions of sub-section (2).]
+    (2) Execution shall not be issued on any such decree unless it remains unsatisfied
+    for the period of three months computed from the date of 2 [such decree.] 3[(3)
+    The provisions of sub-sections (1) and (2) shall apply in relation to an order
+    or award as they apply in relation to a decree, if the order or award — (a) is
+    passed or made against 4 [the Union of India or a State or a public officer in
+    respect of any such act as aforesaid, whether by a Court or by any other authority;
+    and (b) is capable of being executed under the provisions of this Code or of any
+    other law for the time being in force as if it were a decree.]'
+  sentences:
+  - Section 82, 1 (2) Execution shall not be issued on any such decree unless it remains
+    unsatisfied for the period of three months computed from the date of 2 3
+  - Section 131, No one shall be compelled to produce documents in his possession
+    or electronic records under his control, which any other person would be entitled
+    to refuse to produce if they were in his possession or control, unless such last-mentioned
+    person consents to their production.
+  - '[CONSTITUTION_ARTICLE_93] The Speaker and Deputy Speaker of the House of the
+    People The House of the People shall, as soon as may be, choose two members of
+    the House to be respectively Speaker and Deputy Speaker thereof and, so often
+    as the office of Speaker or Deputy Speaker becomes vacant, the House shall choose
+    another member to be Speaker or Deputy Speaker, as the case may be'
+- source_sentence: '[CONSTITUTION_ARTICLE_252] Power of Parliament to legislate for
+    two or more States by consent and adoption of such legislation by any other State
+    (1) If it appears to the Legislatures of two or more States to be desirable that
+    any of the matters with respect to which Parliament has no power to make laws
+    for the States except as provided in Articles 249 and 250 should be regulated
+    in such States by Parliament by law, and if resolutions to that effect are passed
+    by all the House of the Legislatures of those States, it shall be lawful for Parliament
+    to pass an Act for regulating that matter accordingly, and any Act so passed shall
+    apply to such States and to any other State by which it is adopted afterwards
+    by resolution passed in that behalf by the House or, where there are two Houses,
+    by each of the Houses of the Legislature of that State (2) Any Act so passed by
+    Parliament may be amended or repealed by an Act of Parliament passed or adopted
+    in like manner but shall not, as respects any State to which it applies, be amended
+    or repealed by an Act of the Legislature of that State'
+  sentences:
+  - Section 9, Facts necessary to explain or introduce a fact in issue or relevant
+    fact, or which support or rebut an inference suggested by a fact in issue or relevant
+    fact, or which establish the identity of any thing or person whose identity is
+    relevant, or fix the time or place at which any fact in issue or relevant fact
+    happened, or which show the relation of parties by whom any such fact was transacted,
+    are relevant in so far as they are necessary for that purpose.
+  - Power of Parliament to legislate for two or more States by consent and adoption
+    of such legislation by any other State (1) If it appears to the Legislatures of
+    two or more States to be desirable that any of the matters with respect to which
+    Parliament has no power to make laws for the States except as provided in Articles
+    249 and 250 should be regulated in such States by Parliament by law, and if resolutions
+    to that effect are passed by all the House of the Legislatures of those States,
+    it shall be lawful for Parliament to pass an Act for regulating that matter accordingly,
+    and any Act so passed shall apply to such States and to any other State by which
+    it is adopted afterwards by resolution passed in that behalf by the House or,
+    where there are two Houses, by each of the Houses of the Legislature of that State
+    (2) Any Act so passed by Parliament may be amended or repealed by an Act of Parliament
+    passed or adopted in like manner but shall not, as respects any State to which
+    it applies, be amended or repealed by an Act of the Legislature of that State
+  - '[CRPC_SECTION_206] Section 206, If, in the opinion of a Magistrate taking cognizance
+    of a petty offence, the case may be summarily disposed of under section 260 or
+    section 261, the Magistrate shall, except where he is, for reasons to be recorded
+    in writing of a contrary opinion, issue summons to the accused requiring him either
+    to appear in person or by pleader before the Magistrate on a specified date, or
+    if he desires to plead guilty to the charge without appearing before the Magistrate,
+    to transmit before the specified date, by post or by messenger to the Magistrate,
+    the said plea in writing and the amount of fine specified in the summons or if
+    he desires to appear by pleader and to plead guilty to the charge through such
+    pleader, to authorise, in writing, the pleader to plead guilty to the charge on
+    his behalf and to pay the fine through such pleader; Provided that the amount
+    of the fine specified in such summons shall not exceed one thousand rupees. For
+    the purposes of this section, “petty offence” means any offence punishable only
+    with fine not exceeding one thousand rupees, but does not include any offence
+    so punishable under the Motor Vehicles Act, 1931, or under any other law which
+    provides for convicting the accused person in his absence on a plea of guilty.
+    The State Government may, by notification, specially empower any Magistrate to
+    exercise the powers conferred by Sub-Section (1) in relation to any offence which
+    is compoundable under section 320 or any offence punishable with imprisonment
+    for a term not exceeding three months, or with fine or with both where the Magistrate
+    is of opinion that, having regard to the facts and circumstances of the case,
+    the imposition of fine only would meet the ends of justice.'
+pipeline_tag: sentence-similarity
+library_name: sentence-transformers
+---
+
+# SentenceTransformer based on law-ai/InLegalBERT
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [law-ai/InLegalBERT](https://huggingface.co/law-ai/InLegalBERT). 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:** [law-ai/InLegalBERT](https://huggingface.co/law-ai/InLegalBERT) <!-- at revision b5ecfed8ed6cf9d25a3cb8225a8c52f161f7401a -->
+- **Maximum Sequence Length:** 320 tokens
+- **Output Dimensionality:** 768 dimensions
+- **Similarity Function:** Cosine Similarity
+<!-- - **Training Dataset:** Unknown -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 320, 'do_lower_case': False}) with Transformer model: BertModel 
+  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
+)
+```
+
+## Usage
+
+### Direct Usage (Sentence Transformers)
+
+First install the Sentence Transformers library:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+from sentence_transformers import SentenceTransformer
+
+# Download from the 🤗 Hub
+model = SentenceTransformer("amixh/sentence-embedding-model-InLegalBERT-2")
+# Run inference
+sentences = [
+    '[CONSTITUTION_ARTICLE_252] Power of Parliament to legislate for two or more States by consent and adoption of such legislation by any other State (1) If it appears to the Legislatures of two or more States to be desirable that any of the matters with respect to which Parliament has no power to make laws for the States except as provided in Articles 249 and 250 should be regulated in such States by Parliament by law, and if resolutions to that effect are passed by all the House of the Legislatures of those States, it shall be lawful for Parliament to pass an Act for regulating that matter accordingly, and any Act so passed shall apply to such States and to any other State by which it is adopted afterwards by resolution passed in that behalf by the House or, where there are two Houses, by each of the Houses of the Legislature of that State (2) Any Act so passed by Parliament may be amended or repealed by an Act of Parliament passed or adopted in like manner but shall not, as respects any State to which it applies, be amended or repealed by an Act of the Legislature of that State',
+    'Power of Parliament to legislate for two or more States by consent and adoption of such legislation by any other State (1) If it appears to the Legislatures of two or more States to be desirable that any of the matters with respect to which Parliament has no power to make laws for the States except as provided in Articles 249 and 250 should be regulated in such States by Parliament by law, and if resolutions to that effect are passed by all the House of the Legislatures of those States, it shall be lawful for Parliament to pass an Act for regulating that matter accordingly, and any Act so passed shall apply to such States and to any other State by which it is adopted afterwards by resolution passed in that behalf by the House or, where there are two Houses, by each of the Houses of the Legislature of that State (2) Any Act so passed by Parliament may be amended or repealed by an Act of Parliament passed or adopted in like manner but shall not, as respects any State to which it applies, be amended or repealed by an Act of the Legislature of that State',
+    '[CRPC_SECTION_206] Section 206, If, in the opinion of a Magistrate taking cognizance of a petty offence, the case may be summarily disposed of under section 260 or section 261, the Magistrate shall, except where he is, for reasons to be recorded in writing of a contrary opinion, issue summons to the accused requiring him either to appear in person or by pleader before the Magistrate on a specified date, or if he desires to plead guilty to the charge without appearing before the Magistrate, to transmit before the specified date, by post or by messenger to the Magistrate, the said plea in writing and the amount of fine specified in the summons or if he desires to appear by pleader and to plead guilty to the charge through such pleader, to authorise, in writing, the pleader to plead guilty to the charge on his behalf and to pay the fine through such pleader; Provided that the amount of the fine specified in such summons shall not exceed one thousand rupees. For the purposes of this section, “petty offence” means any offence punishable only with fine not exceeding one thousand rupees, but does not include any offence so punishable under the Motor Vehicles Act, 1931, or under any other law which provides for convicting the accused person in his absence on a plea of guilty. The State Government may, by notification, specially empower any Magistrate to exercise the powers conferred by Sub-Section (1) in relation to any offence which is compoundable under section 320 or any offence punishable with imprisonment for a term not exceeding three months, or with fine or with both where the Magistrate is of opinion that, having regard to the facts and circumstances of the case, the imposition of fine only would meet the ends of justice.',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 768]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+# [3, 3]
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Dataset
+
+#### Unnamed Dataset
+
+* Size: 1,788 training samples
+* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>sentence_2</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | sentence_0                                                                           | sentence_1                                                                          | sentence_2                                                                           |
+  |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type    | string                                                                               | string                                                                              | string                                                                               |
+  | details | <ul><li>min: 14 tokens</li><li>mean: 138.36 tokens</li><li>max: 320 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 130.74 tokens</li><li>max: 320 tokens</li></ul> | <ul><li>min: 14 tokens</li><li>mean: 138.37 tokens</li><li>max: 320 tokens</li></ul> |
+* Samples:
+  | sentence_0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     | sentence_2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
+  |:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>[IPC_SECTION_395] According to Whoever commits dacoity shall be punished with imprisonment for life, or with rigorous imprisonment for a term which may extend to ten years, and shall also be liable to fine. IPC 395 in Simple Words Whoever commits dacoity shall be punished with either life imprisonment or rigorous imprisonment up to ten years, and may also face a fine.</code>                                                                                                                                                                                                                                                                                                                                                                                                   | <code>According to Whoever commits dacoity shall be punished with imprisonment for life, or with rigorous imprisonment for a term which may extend to ten years, and shall also be liable to fine. IPC 395 in Simple Words Whoever commits dacoity shall be punished with either life imprisonment or rigorous imprisonment up to ten years, and may also face a fine.</code>                                                                                                                                                                                                                                                                                                                                                                                                  | <code>[CONSTITUTION_ARTICLE_293] Borrowing by States (1) Subject to the provisions of this article, the executive power of a State extends to borrowing within the territory of India upon the security of the Consolidated Fund of the State within such limits, if any, as may from time to time be fixed by the Legislature of such State by law and to the giving of guarantees within such limits, if any, as may be so fixed (2) The Government of India may, subject to such conditions as may be laid down by or under any law made by Parliament, make loans to any State or, so long as any limits fixed under Article 292 are not exceeded, give guarantees in respect of loans raised by any State, and any sums required for the purpose of making such loans shall be charged on the Consolidated Fund of India (3) A State may not without the consent of the Government of India raise any loan if there is still outstanding any part of a loan which has been made to the State by the Government of India or by its predece...</code> |
+  | <code>[IPC_SECTION_344] According to Whoever wrongfully confines any person for ten days, or more, shall be punished with imprisonment of either description for a term which may extend to three years, and shall also be liable to fine. IPC 344 in Simple Words Section 344 of the states that anyone who wrongfully confines a person for ten days or more can be punished with imprisonment for up to three years and may also be fined.</code>                                                                                                                                                                                                                                                                                                                                              | <code>According to Whoever wrongfully confines any person for ten days, or more, shall be punished with imprisonment of either description for a term which may extend to three years, and shall also be liable to fine. IPC 344 in Simple Words Section 344 of the states that anyone who wrongfully confines a person for ten days or more can be punished with imprisonment for up to three years and may also be fined.</code>                                                                                                                                                                                                                                                                                                                                             | <code>[CRPC_SECTION_296] Section 296, The evidence of any person whose evidence is of a formal character may be given by affidavit and may, subject to all just exceptions, be read in evidence in any inquiry, trial or other proceeding under this Code. The Court may, if it thinks fit, and shall, on the application of the prosecution or the accused, summon and examine any such person as to the facts contained in his affidavit.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
+  | <code>[CRPC_SECTION_263] Section 263, In every case tried summarily, the Magistrate shall enter, in such form as the Stale Government may direct, the following particulars, namely— the serial number of the case; the date of the commission of the offence; the date of the report of complaint; the name of the complainant (if any); the name, parentage and residence of the accused; the offence complained of and the offence (if any) proved, and in cases coming under clause (ii), clause (iii) or clause (iv) of Sub-Section (1) of section 260, the value of the property in respect of which the offence has been committed; the plea of the accused and his examination (if any); the finding; the sentence or other final order; the date on which proceedings terminated.</code> | <code>Section 263, In every case tried summarily, the Magistrate shall enter, in such form as the Stale Government may direct, the following particulars, namely— the serial number of the case; the date of the commission of the offence; the date of the report of complaint; the name of the complainant (if any); the name, parentage and residence of the accused; the offence complained of and the offence (if any) proved, and in cases coming under clause (ii), clause (iii) or clause (iv) of Sub-Section (1) of section 260, the value of the property in respect of which the offence has been committed; the plea of the accused and his examination (if any); the finding; the sentence or other final order; the date on which proceedings terminated.</code> | <code>[CRPC_SECTION_342] Section 342, Any Court dealing with an application made to it for filing a complaint under section 340 or an appeal under section 341, shall have power to make such order as to costs as may be just.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
+* Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
+  ```json
+  {
+      "distance_metric": "TripletDistanceMetric.COSINE",
+      "triplet_margin": 0.5
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `per_device_train_batch_size`: 16
+- `per_device_eval_batch_size`: 16
+- `fp16`: True
+- `multi_dataset_batch_sampler`: round_robin
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: no
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 16
+- `per_device_eval_batch_size`: 16
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 1
+- `eval_accumulation_steps`: None
+- `torch_empty_cache_steps`: None
+- `learning_rate`: 5e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1
+- `num_train_epochs`: 3
+- `max_steps`: -1
+- `lr_scheduler_type`: linear
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.0
+- `warmup_steps`: 0
+- `log_level`: passive
+- `log_level_replica`: warning
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `save_safetensors`: True
+- `save_on_each_node`: False
+- `save_only_model`: False
+- `restore_callback_states_from_checkpoint`: False
+- `no_cuda`: False
+- `use_cpu`: False
+- `use_mps_device`: False
+- `seed`: 42
+- `data_seed`: None
+- `jit_mode_eval`: False
+- `use_ipex`: False
+- `bf16`: False
+- `fp16`: True
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: None
+- `local_rank`: 0
+- `ddp_backend`: None
+- `tpu_num_cores`: None
+- `tpu_metrics_debug`: False
+- `debug`: []
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 0
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: True
+- `label_names`: None
+- `load_best_model_at_end`: False
+- `ignore_data_skip`: False
+- `fsdp`: []
+- `fsdp_min_num_params`: 0
+- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
+- `tp_size`: 0
+- `fsdp_transformer_layer_cls_to_wrap`: None
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `deepspeed`: None
+- `label_smoothing_factor`: 0.0
+- `optim`: adamw_torch
+- `optim_args`: None
+- `adafactor`: False
+- `group_by_length`: False
+- `length_column_name`: length
+- `ddp_find_unused_parameters`: None
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `skip_memory_metrics`: True
+- `use_legacy_prediction_loop`: False
+- `push_to_hub`: False
+- `resume_from_checkpoint`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_private_repo`: None
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `include_for_metrics`: []
+- `eval_do_concat_batches`: True
+- `fp16_backend`: auto
+- `push_to_hub_model_id`: None
+- `push_to_hub_organization`: None
+- `mp_parameters`: 
+- `auto_find_batch_size`: False
+- `full_determinism`: False
+- `torchdynamo`: None
+- `ray_scope`: last
+- `ddp_timeout`: 1800
+- `torch_compile`: False
+- `torch_compile_backend`: None
+- `torch_compile_mode`: None
+- `dispatch_batches`: None
+- `split_batches`: None
+- `include_tokens_per_second`: False
+- `include_num_input_tokens_seen`: False
+- `neftune_noise_alpha`: None
+- `optim_target_modules`: None
+- `batch_eval_metrics`: False
+- `eval_on_start`: False
+- `use_liger_kernel`: False
+- `eval_use_gather_object`: False
+- `average_tokens_across_devices`: False
+- `prompts`: None
+- `batch_sampler`: batch_sampler
+- `multi_dataset_batch_sampler`: round_robin
+
+</details>
+
+### Framework Versions
+- Python: 3.11.11
+- Sentence Transformers: 4.0.1
+- Transformers: 4.50.2
+- PyTorch: 2.6.0+cu124
+- Accelerate: 1.5.2
+- Datasets: 3.5.0
+- Tokenizers: 0.21.1
+
+## Citation
+
+### BibTeX
+
+#### Sentence Transformers
+```bibtex
+@inproceedings{reimers-2019-sentence-bert,
+    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
+    author = "Reimers, Nils and Gurevych, Iryna",
+    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
+    month = "11",
+    year = "2019",
+    publisher = "Association for Computational Linguistics",
+    url = "https://arxiv.org/abs/1908.10084",
+}
+```
+
+#### TripletLoss
+```bibtex
+@misc{hermans2017defense,
+    title={In Defense of the Triplet Loss for Person Re-Identification},
+    author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
+    year={2017},
+    eprint={1703.07737},
+    archivePrefix={arXiv},
+    primaryClass={cs.CV}
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json

@@ -0,0 +1,27 @@
+{
+  "architectures": [
+    "BertModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_ids": 0,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "output_past": true,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.50.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 33516
+}

config_sentence_transformers.json

@@ -0,0 +1,10 @@
+{
+  "__version__": {
+    "sentence_transformers": "4.0.1",
+    "transformers": "4.50.2",
+    "pytorch": "2.6.0+cu124"
+  },
+  "prompts": {},
+  "default_prompt_name": null,
+  "similarity_fn_name": "cosine"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fbaeed44afa71349abb9baa0708ef52bd974906e5333bfd6e181d20bc4020022
+size 447148904

modules.json

@@ -0,0 +1,14 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 320,
+  "do_lower_case": false
+}

special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "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
+  }
+}