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1_Pooling/config.json

@@ -1,5 +1,5 @@
 {
-    "word_embedding_dimension": 768,
+    "word_embedding_dimension": 384,
     "pooling_mode_cls_token": false,
     "pooling_mode_mean_tokens": true,
     "pooling_mode_max_tokens": false,

README.md

@@ -5,108 +5,348 @@ tags:
 - feature-extraction
 - dense
 - generated_from_trainer
-- dataset_size:294
-- loss:TripletLoss
-base_model: sentence-transformers/all-mpnet-base-v2
+- dataset_size:98
+- loss:MultipleNegativesRankingLoss
+base_model: sentence-transformers/all-MiniLM-L6-v2
 widget:
-- source_sentence: filed case msme portal regarding delayed payment rs 221560 invoice
-    bme 23 24 429 despite previous reminders efforts payment pending customers payment
-    received within stipulated time frame per msme act kindly confirm case status
-    provide update expected resolution earliest non receipt payment delayed invoice
-    msme act user reporting non receipt payment delayed invoice bme 23 24 429 worth
-    rs 221560 despite previous reminders efforts requesting update case status expected
-    resolution
+- source_sentence: ever try get register udyam registration registration getting completed
+    issue selection longitude latitude website says login website https webgis3 nic
+    bharatmaps rest services able select longitude latitude location please resolve
+    glitch issue longitude latitude selection udyam registration user experiencing
+    issue completing udyam registration process due problem selecting longitude latitude
+    website requires login separate website https webgis3 nic bharatmaps rest services
   sentences:
-  - Policy and Schemes. Delayed Payment/MSEFC related issues/Online Dispute Resolution
-    (ODR)
-  - Starter, Credit and Finance. Fund of Fund scheme of CGTMSE
-  - UAM/Udyam Registration/Certificate related issues. UAM/Udyam Registration/Certificate
-    related issues
-- source_sentence: ministry micro small medium enterprises sub request equivalent
-    make acceptance tender ref iocl tender iocl tender 9030m24r51 id 2024 jr 182389
-    1 procurement non flp led flood lights would like introduce wm energy lighting
-    pvt ltd aim conserve electricity wmel manufacturer energy efficient led lights
-    india assist clients designing installing retrofitting energy efficiency equipment
-    using latest technologies wmel mse company registered nsic udyam thankful various
-    initiatives taken govt msme unit like purchase price preference policies help
-    delayed payment would like draw attention specific make mentioned iocl referred
-    tender tender specific makes phillips bajaj crompton havells syska ge osaram wipro
-    polycab jaquar panasonic makes given led lights extract tender document enclosed
-    reference affecting business growth msme units spite capable meeting pqc criteria
-    specifications certification like bis iso msme units unable participate various
-    govt psus tenders due specific makes stated tenders helpful msme organizations
-    equivalent makes meeting technical specifications standards also permissible msme
-    humbly requesting review take necessary initiative hoping supportive step msme
-    units wm energy lighting pvt ltd request equivalent make acceptance public procurement
-    tender user requesting ministry micro small medium enterprises consider accepting
-    equivalent makes led flood lights tender iocl tender 9030m24r51 issued iocl specific
-    makes mentioned tender affecting business growth msme units
+  - UAM/Udyam Registration/Certificate related issues. category encompasses grievances
+    related identity creation verification eligibility validation micro small medium
+    enterprises msmes udyam registration system udyam registration system serves foundational
+    gateway msmes access central state government schemes bank loans subsidies credit
+    guarantees public procurement benefits statutory advantages scope purpose category
+    covers issues directly impact msme ecosystem including registration related issues
+    udyam portal errors issued udyam registration certificate migration related grievances
+    legacy udyog aadhaar memorandum uam system udyam portal registration related issues
+    registration remains pending failure generate registration number system validation
+    errors despite correct data submission causes backend verification delays pan
+    aadhaar validation errors system downtime incomplete synchronization tax identity
+    databases errors issued udyam registration certificate incorrect inconsistent
+    details including enterprise classification micro small medium gst number address
+    business activity ownership information impact rejection loan applications denial
+    scheme benefits disqualification government tenders migration related grievances
+    failed migration attempts duplicate already registered system errors loss enterprise
+    data inability link historical uam records impact disruption
+  - UAM/Udyam Registration/Certificate related issues. category encompasses grievances
+    related identity creation verification eligibility validation micro small medium
+    enterprises msmes udyam registration system udyam registration system serves foundational
+    gateway msmes access central state government schemes bank loans subsidies credit
+    guarantees public procurement benefits statutory advantages scope purpose category
+    covers issues directly impact msme ecosystem including registration related issues
+    udyam portal errors issued udyam registration certificate migration related grievances
+    legacy udyog aadhaar memorandum uam system udyam portal registration related issues
+    registration remains pending failure generate registration number system validation
+    errors despite correct data submission causes backend verification delays pan
+    aadhaar validation errors system downtime incomplete synchronization tax identity
+    databases errors issued udyam registration certificate incorrect inconsistent
+    details including enterprise classification micro small medium gst number address
+    business activity ownership information impact rejection loan applications denial
+    scheme benefits disqualification government tenders migration related grievances
+    failed migration attempts duplicate already registered system errors loss enterprise
+    data inability link historical uam records impact disruption
+  - UAM/Udyam Registration/Certificate related issues. category encompasses grievances
+    related identity creation verification eligibility validation micro small medium
+    enterprises msmes udyam registration system udyam registration system serves foundational
+    gateway msmes access central state government schemes bank loans subsidies credit
+    guarantees public procurement benefits statutory advantages scope purpose category
+    covers issues directly impact msme ecosystem including registration related issues
+    udyam portal errors issued udyam registration certificate migration related grievances
+    legacy udyog aadhaar memorandum uam system udyam portal registration related issues
+    registration remains pending failure generate registration number system validation
+    errors despite correct data submission causes backend verification delays pan
+    aadhaar validation errors system downtime incomplete synchronization tax identity
+    databases errors issued udyam registration certificate incorrect inconsistent
+    details including enterprise classification micro small medium gst number address
+    business activity ownership information impact rejection loan applications denial
+    scheme benefits disqualification government tenders migration related grievances
+    failed migration attempts duplicate already registered system errors loss enterprise
+    data inability link historical uam records impact disruption
+- source_sentence: insurancy company national insurance company limited branch name
+    insurance company branch khamgaon branch date application 30 05 2024 policy number
+    281601112410000001 claim kept pending even submitting documents changing requirements
+    changed various surveyors delayed insurance claim national insurance company limited
+    user reporting insurance claim submitted 30 05 2024 policy number 281601112410000001
+    still pending despite submission required documents per changes made various surveyors
   sentences:
-  - Policy and Schemes. Related to Public Procurement by PSUs
-  - Starter, Credit and Finance. Finance Related
-  - Marketing and Skilling. Export Promotion/WTO
-- source_sentence: banks reject cgtmse credit guarantee cover collateral free loan
-    citing high risk food sector even perfect udyam registration without starter credit
-    buy ovens hire staff launch please guide banks approve cgtmse new units like mine
-    fast non approval cgtmse credit guarantee cover collateral free loan user requesting
-    guidance banks rejecting cgtmse credit guarantee cover collateral free loan food
-    sector despite perfect udyam registration requesting expedited approval new units
-    like
+  - Restructuring of loan. category restructuring loan pertains temporary relief expected
+    users periods stress line reserve bank india rbi frameworks key expectations include
+    fair restructuring protection declared non performing asset npa transparent restructuring
+    terms however practice several failures occur due following reasons failures loan
+    restructuring banks delay restructuring account slips npa banks deny restructuring
+    without providing written explanations banks fail formally acknowledge micro small
+    medium enterprises msme stress banks adopt fear based rejection approaches typical
+    grievance scenarios msmes eligible restructuring rbi guidelines refused bank without
+    written reasons banks ignore impact covid market slowdowns instead pressure borrowers
+    recovery restructuring applications remain undecided month communication loans
+    restructured revised emi equated monthly installment terms clearly explained accounts
+    declared npa without considering pending restructuring requests branch officials
+    claim restructuring targets exhausted despite limits mentioned guidelines operational
+    procedural policy institutional causes policy non implementation bank risk aversion
+    deliberate timing manipulation
+  - Delayed Payment/MSEFC related issues/Online Dispute Resolution (ODR). delayed
+    payment msefc related issues category encompasses grievances arising buyer default
+    payment micro small enterprises msmes provisions micro small medium enterprises
+    development msmed act 2006 specifically sections 15 23 category strictly limited
+    cases delayed withheld payments buyers include delays caused banks financial institutions
+    loan disbursement processes scope purpose category covers situations msme supplied
+    goods services raised valid invoice buyer accepted delivery payment remains pending
+    beyond 45 days agreed credit period whichever earlier either fully partially applies
+    government departments public sector undertakings psus private sector buyers including
+    cases buyers acknowledge dues continue postpone payment without justification
+    release partial payments withholding balance without raising quality contractual
+    dispute category also covers procedural delays within micro small enterprises
+    facilitation council msefc mechanism cases filed msmes listed hearing remain indefinitely
+    conciliation stage final orders awards delayed unsigned uploaded despite completion
+    hearings submission documents issues scenarios buyer default payment including
+    delayed payment beyond 45 days agreed credit period withheld payment without justification
+    release partial payments withholding balance non payment despite buyer acknowledgment
+    repeated follow ups procedural delays within msefc mechanism including non listing
+    cases hearing
+  - Insurance Claim related issues. category encompasses grievances related insurance
+    claims associated various government backed private insurance products scope includes
+    1 esic employees state insurance corporation insurance benefits 2 epfo employees
+    provident fund organisation linked insurance benefits including edli employees
+    deposit linked insurance 3 cgtmse credit guarantee fund trust micro small enterprises
+    linked insurance elements 4 private general business insurance products government
+    department psu public sector undertaking bank acts intermediary implementing authority
+    category covers range issues including opaque rejection decisions undocumented
+    policy exclusions administrative closure without explanation shifting risk liability
+    onto msmes micro small medium enterprises employees document data mismatches across
+    multiple systems aadhaar uan universal account number employer filings bank records
+    insurance portals delays non responsiveness esic epfo insurer field office levels
+    manual bottlenecks officer transfers lack accountability jurisdictional overlaps
+    involving labour compliance banking conditions inter agency disputes insurers
+    banks employers labour authorities example issues include rejected esic medical
+    reimbursement claims due ineligibility despite continuous contribution history
+    denied epfo edli insurance claims due alleged break service caused employer side
+    portal errors rejected bank linked business insurance claims based undisclosed
+    policy clauses unhonoured cg
+- source_sentence: name swarangi swapnil kadam uam mh28d0000281 want migrate uam udyam
+    registration dont contact number email id used uam please update new mobile phone
+    email id pranjalilingayat1986gmail com profile attaching copy uam along mail please
+    update details soon possible migration uam udyam registration user requesting
+    migration existing uam uam mh28d0000281 udyam registration updating contact details
+    profile
   sentences:
-  - Starter, Credit and Finance. Credit Guarantee Fund for Micro and SmalI Enterprises(CGTMSE)
-  - UAM/Udyam Registration/Certificate related issues. UAM/Udyam Registration/Certificate
-    related issues
-  - Technology, Quality and Institutions. Related to various Ministries
-- source_sentence: please refer subject reference dev creation propritor milan shivlal
-    bhai dangodara plot 22 keval krupa ind society near masti minral water bhathena
-    surat pin 395003 gst 24cebpd8513a2z8 comes gst jurisdiction committed default
-    payment considered five bills bill 07 24 25 08 24 25 11 24 25 13 24 25 17 24 25
-    worth rs 19 98 625 includes gst absconding place business trading jamalpura khandwa
-    road burhanpur madhya pradesh 450331 india gst tin 23absfa5162g1zf havings supplied
-    goods cotton grey fabric 52 48 46 broker mr kailash chawande haveing address babanlal
-    chawande makan 50 shanwara burhanpur 450331 madhay pradesh adhar aadhaar invoice
-    bill 07 24 25 dated 01 08 2024 rs 2 34 840 plus igs rs 11 742 total amount rs
-    2 46 582 eway bill aadhaar dated 05 08 2024 08 24 25 dated 07 08 2024 rs 2 47
-    997 plus igs rs 12 399 total amount rs 2 60 397 eway bill aadhaar dated 08 08
-    2024 11 24 25 dated 17 08 2024 rs 4 67 476 plus igs rs 23 374 total amount rs
-    4 90 850 eway bill aadhaar dated 19 08 2024 13 24 25 dated 24 08 2024 rs 4 67
-    458 plus igs rs 23 373 total amount rs 4 90 831 eway bill aadhaar dated 24 08
-    2024 17 24 25 dated 02 09 2024 rs 4 85 681 plus igs 24 284 total amount rs 5 09
-    965 eway bill aadhaar dated 03 09 2024 non payment gst dues user reporting default
-    payment made dev creation falls gst jurisdiction requesting resolution outstanding
-    amount
+  - UAM/Udyam Registration/Certificate related issues. category encompasses grievances
+    related identity creation verification eligibility validation micro small medium
+    enterprises msmes udyam registration system udyam registration system serves foundational
+    gateway msmes access central state government schemes bank loans subsidies credit
+    guarantees public procurement benefits statutory advantages scope purpose category
+    covers issues directly impact msme ecosystem including registration related issues
+    udyam portal errors issued udyam registration certificate migration related grievances
+    legacy udyog aadhaar memorandum uam system udyam portal registration related issues
+    registration remains pending failure generate registration number system validation
+    errors despite correct data submission causes backend verification delays pan
+    aadhaar validation errors system downtime incomplete synchronization tax identity
+    databases errors issued udyam registration certificate incorrect inconsistent
+    details including enterprise classification micro small medium gst number address
+    business activity ownership information impact rejection loan applications denial
+    scheme benefits disqualification government tenders migration related grievances
+    failed migration attempts duplicate already registered system errors loss enterprise
+    data inability link historical uam records impact disruption
+  - Related to NI-MSME. category encompasses grievances related training capacity
+    building certification programs administered national institute micro small medium
+    enterprises ni msme micro small medium enterprises msmes entrepreneurs employees
+    scope category includes issues arising delivery training programs repeatedly postponed
+    schedules without prior notification inaccessible online training portals unclear
+    eligibility criteria unavailable trainers insufficient mentoring outdated non
+    practical course content additionally category captures certification related
+    issues including delayed issuance certificates certificates issued incorrect details
+    difficulty verifying certificates online failure deliver certificates course completion
+    furthermore category includes course enrollment admission disputes unjustified
+    rejection enrollment despite meeting eligibility criteria incorrect fee charges
+    delayed refunds confirmed admissions without available training slots miscommunication
+    batch size selection criteria grievances reflect administrative friction execution
+    gaps ni msme training ecosystem directly impact msmes workforce skill development
+    compliance readiness eligibility schemes linked certified training example issues
+    include ni msme training program announced schedule postponed multiple times without
+    intimation completed ni msme course certificate issued even several months affecting
+    eligibility schemes enrollment rejected despite meeting eligibility criteria clarification
+    provided online training login working ni msme support responding emails wrong
+    details printed ni ms
+  - UAM/Udyam Registration/Certificate related issues. category encompasses grievances
+    related identity creation verification eligibility validation micro small medium
+    enterprises msmes udyam registration system udyam registration system serves foundational
+    gateway msmes access central state government schemes bank loans subsidies credit
+    guarantees public procurement benefits statutory advantages scope purpose category
+    covers issues directly impact msme ecosystem including registration related issues
+    udyam portal errors issued udyam registration certificate migration related grievances
+    legacy udyog aadhaar memorandum uam system udyam portal registration related issues
+    registration remains pending failure generate registration number system validation
+    errors despite correct data submission causes backend verification delays pan
+    aadhaar validation errors system downtime incomplete synchronization tax identity
+    databases errors issued udyam registration certificate incorrect inconsistent
+    details including enterprise classification micro small medium gst number address
+    business activity ownership information impact rejection loan applications denial
+    scheme benefits disqualification government tenders migration related grievances
+    failed migration attempts duplicate already registered system errors loss enterprise
+    data inability link historical uam records impact disruption
+- source_sentence: vishal kumar unit address vill sanghour babain phone sir mene msme
+    scheme ke kvic scheme se 2020 loan liya tha jisme mujhe 35 subsidy mili thi jo
+    mujhe bola gya tha ki subsidy ka laabh aapko jb aapka loan ko 3 saal baad mil
+    jayega 2023 mere laon ko 3 saal ho gye tb kvic office ambala gya vaha se staff
+    ne bola ki aabhi apki verificatian pending hai fir september 2024 meri unit ki
+    verification b ho gyi uske baad fir kvic office ambala gya tb b vaha k staff ne
+    bola ki abhi time lgega ambala office vala staff bolte h ki verification department
+    ki problem h verification department bolta h ki kvic office ambala ki problem
+    h mene bhut chaakr lgaa diye office k mujhe koi subsidy realising latter nhi mila
+    mujhe sep 2023 k baad loan ki kist continue deni pd rhi hai kisto se jo mujhe
+    subsidy kaa laabh milna chaiye tha vo mujhe nhi mila paya hai mujhe extra peyment
+    deni pr rhi bhut pershan ho gya hu office k chakkar lgaa lgaa k aapse request
+    h ki mujhe subsidy releasing latter mil jayye thankyou non receipt subsidy kvic
+    scheme user reporting non receipt subsidy despite eligible completed verification
+    process requesting assistance obtaining subsidy realization letter
   sentences:
-  - Technology, Quality and Institutions. Related to Scheme of Coir Board
-  - Policy and Schemes. Related to GST
-  - Policy and Schemes. Raising and Accelerating MSME Performance (RAMP)
-- source_sentence: filed case msme portal regarding delayed payment rs 221560 invoice
-    bme 23 24 429 despite previous reminders efforts payment pending customers payment
-    received within stipulated time frame per msme act kindly confirm case status
-    provide update expected resolution earliest non receipt payment delayed invoice
-    msme act user reporting non receipt payment delayed invoice bme 23 24 429 worth
-    rs 221560 despite previous reminders efforts requesting update case status expected
-    resolution
+  - Related to DCMSME Scheme. category related grievances dcmsme scheme specifically
+    focusing issues related access credit banks micro small medium enterprises msmes
+    category applies commercial banks regional rural banks rrbs cooperative banks
+    covers cases bottleneck lies entirely bank level excludes issues related rbi policy
+    government scheme design credit guarantee mechanisms buyer default rather addresses
+    bank side processing conditions conduct extending credit msmes category includes
+    cases msmes applied loans submitted required documents followed branches digital
+    portals loan application remains pending without formal sanction rejection decision
+    captures administrative stalling prolonged process pending verification status
+    absence deficiency letters timelines repeated demands already submitted documents
+    failure branch offices forward eligible applications regional head offices approval
+    additionally category covers situations loans formally sanctioned disbursement
+    delayed withheld bank without valid documented reasons includes cases prolonged
+    non disbursement despite fulfilment sanction conditions partial disbursement unexplained
+    withholding balance amount delays citing internal audits reviews imposition additional
+    post sanction conditions mentioned original sanction letter category also includes
+    grievances related excessive unreasonable collateral demands banks security requirements
+    exceed applicable msme rbi cgtmse guidelines includes insistence collateral despite
+    eligibility credit guarantee coverage demands disproportionate collateral value
+    rejection loan applications solely due refusal provide personal residential property
+    security requirements subcategories 1 tcec division implementation scheme establishement
+    new technology centres extension centres 2 economic analysis 3 statistics data
+    division 4 national awards 5 entrepreneurship skill development programmes esdp
+    6 vendor development programme ancillarisation 7 export promotion wto 8 msme policy
+    industry associations related issues 9 software related 10 zero defect zero effect
+    zed 11 technology center system program tcsp 12 north east region cell ner promotion
+    msmes ner sikkim 13 international trade fair itf international cooperation ic
+    14 support entrepreneurial managerial development smes incubators nmcp scheme
+    15 building awareness intellectual property rights ipr micro small medium enterprises
+    nmcp scheme 16 lean manufacturing competitiveness scheme lmcs 17 design clinic
+    scheme nmcp scheme 18 pms scheme 19 technology quality upgradation tequp support
+    msmes nmcp scheme 20 digital msme nmcp scheme 21 micro small enterprises cluster
+    development programme mse cdp 22 credit linked capital subsidy technology upgradation
+    clcs tu special clcs sc st 23 credit guarantee fund micro smali enterprises cgtmse
+    24 market development assistance mda msmes
+  - Related to Scheme of KVIC. category encompasses grievances related schemes subsidies
+    certifications implementation processes administered khadi village industries
+    commission kvic implementing authorities including state kvic district industries
+    centre dic offices specifically addresses issues originate kvic field level offices
+    excluding problems solely banks generic msme schemes non kvic authorities category
+    covers range issues including 1 delays failures release pmegp margin money subsidies
+    loans already sanctioned units set kvic credited subsidy bank due pending portal
+    actions physical verification delays repeated document objections prolonged process
+    status without timelines 2 grievances related khadi subsidies including non release
+    partial release unexplained reduction admissible subsidy amounts stoppage subsidy
+    citing non compliance without sharing inspection reports deviations prescribed
+    scheme norms determining subsidy eligibility quantum 3 issues related kvic certification
+    registration including pending delayed issuance khadi certificates cancellation
+    certification without prior notice stated reasons inspection related delays without
+    clarification delayed renewal certificates directly affect eligibility subsidies
+    tenders market access subcategories 1 providing financial assistance set new enterprises
+    pmegp 2 providing insurance cover khadi artisans aam admi bima yojana 3 providing
+    financial assistance khadi institutions mda 4 workshed scheme khadi artisans 5
+    loans interest subsidy eligibility certificate scheme isec 6 mission solar charkha
+  - UAM/Udyam Registration/Certificate related issues. category encompasses grievances
+    related identity creation verification eligibility validation micro small medium
+    enterprises msmes udyam registration system udyam registration system serves foundational
+    gateway msmes access central state government schemes bank loans subsidies credit
+    guarantees public procurement benefits statutory advantages scope purpose category
+    covers issues directly impact msme ecosystem including registration related issues
+    udyam portal errors issued udyam registration certificate migration related grievances
+    legacy udyog aadhaar memorandum uam system udyam portal registration related issues
+    registration remains pending failure generate registration number system validation
+    errors despite correct data submission causes backend verification delays pan
+    aadhaar validation errors system downtime incomplete synchronization tax identity
+    databases errors issued udyam registration certificate incorrect inconsistent
+    details including enterprise classification micro small medium gst number address
+    business activity ownership information impact rejection loan applications denial
+    scheme benefits disqualification government tenders migration related grievances
+    failed migration attempts duplicate already registered system errors loss enterprise
+    data inability link historical uam records impact disruption
+- source_sentence: dear sir mam trying register udyam pan error showing udyam registration
+    already done pan registered earlier please guide aadhaar uam pan pan mobile phone
+    clarification existing udyam registration user requesting clarification udyam
+    registration portal indicates registration already done pan although user states
+    registration made
   sentences:
-  - UAM/Udyam Registration/Certificate related issues. UAM/Udyam Registration/Certificate
-    related issues
-  - Policy and Schemes. Delayed Payment/MSEFC related issues/Online Dispute Resolution
-    (ODR)
-  - Policy and Schemes. Related to GST
+  - UAM/Udyam Registration/Certificate related issues. category encompasses grievances
+    related identity creation verification eligibility validation micro small medium
+    enterprises msmes udyam registration system udyam registration system serves foundational
+    gateway msmes access central state government schemes bank loans subsidies credit
+    guarantees public procurement benefits statutory advantages scope purpose category
+    covers issues directly impact msme ecosystem including registration related issues
+    udyam portal errors issued udyam registration certificate migration related grievances
+    legacy udyog aadhaar memorandum uam system udyam portal registration related issues
+    registration remains pending failure generate registration number system validation
+    errors despite correct data submission causes backend verification delays pan
+    aadhaar validation errors system downtime incomplete synchronization tax identity
+    databases errors issued udyam registration certificate incorrect inconsistent
+    details including enterprise classification micro small medium gst number address
+    business activity ownership information impact rejection loan applications denial
+    scheme benefits disqualification government tenders migration related grievances
+    failed migration attempts duplicate already registered system errors loss enterprise
+    data inability link historical uam records impact disruption
+  - UAM/Udyam Registration/Certificate related issues. category encompasses grievances
+    related identity creation verification eligibility validation micro small medium
+    enterprises msmes udyam registration system udyam registration system serves foundational
+    gateway msmes access central state government schemes bank loans subsidies credit
+    guarantees public procurement benefits statutory advantages scope purpose category
+    covers issues directly impact msme ecosystem including registration related issues
+    udyam portal errors issued udyam registration certificate migration related grievances
+    legacy udyog aadhaar memorandum uam system udyam portal registration related issues
+    registration remains pending failure generate registration number system validation
+    errors despite correct data submission causes backend verification delays pan
+    aadhaar validation errors system downtime incomplete synchronization tax identity
+    databases errors issued udyam registration certificate incorrect inconsistent
+    details including enterprise classification micro small medium gst number address
+    business activity ownership information impact rejection loan applications denial
+    scheme benefits disqualification government tenders migration related grievances
+    failed migration attempts duplicate already registered system errors loss enterprise
+    data inability link historical uam records impact disruption
+  - UAM/Udyam Registration/Certificate related issues. category encompasses grievances
+    related identity creation verification eligibility validation micro small medium
+    enterprises msmes udyam registration system udyam registration system serves foundational
+    gateway msmes access central state government schemes bank loans subsidies credit
+    guarantees public procurement benefits statutory advantages scope purpose category
+    covers issues directly impact msme ecosystem including registration related issues
+    udyam portal errors issued udyam registration certificate migration related grievances
+    legacy udyog aadhaar memorandum uam system udyam portal registration related issues
+    registration remains pending failure generate registration number system validation
+    errors despite correct data submission causes backend verification delays pan
+    aadhaar validation errors system downtime incomplete synchronization tax identity
+    databases errors issued udyam registration certificate incorrect inconsistent
+    details including enterprise classification micro small medium gst number address
+    business activity ownership information impact rejection loan applications denial
+    scheme benefits disqualification government tenders migration related grievances
+    failed migration attempts duplicate already registered system errors loss enterprise
+    data inability link historical uam records impact disruption
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
 
-# SentenceTransformer based on sentence-transformers/all-mpnet-base-v2
+# SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
 
-This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2). 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 [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2). It maps sentences & paragraphs to a 384-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:** [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) <!-- at revision e8c3b32edf5434bc2275fc9bab85f82640a19130 -->
-- **Maximum Sequence Length:** 384 tokens
-- **Output Dimensionality:** 768 dimensions
+- **Base model:** [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) <!-- at revision c9745ed1d9f207416be6d2e6f8de32d1f16199bf -->
+- **Maximum Sequence Length:** 64 tokens
+- **Output Dimensionality:** 384 dimensions
 - **Similarity Function:** Cosine Similarity
 <!-- - **Training Dataset:** Unknown -->
 <!-- - **Language:** Unknown -->
@@ -122,8 +362,8 @@ This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [s
 
 ```
 SentenceTransformer(
-  (0): Transformer({'max_seq_length': 384, 'do_lower_case': False, 'architecture': 'MPNetModel'})
-  (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})
+  (0): Transformer({'max_seq_length': 64, 'do_lower_case': False, 'architecture': 'BertModel'})
+  (1): Pooling({'word_embedding_dimension': 384, '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})
   (2): Normalize()
 )
 ```
@@ -146,20 +386,20 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("sentence_transformers_model_id")
 # Run inference
 sentences = [
-    'filed case msme portal regarding delayed payment rs 221560 invoice bme 23 24 429 despite previous reminders efforts payment pending customers payment received within stipulated time frame per msme act kindly confirm case status provide update expected resolution earliest non receipt payment delayed invoice msme act user reporting non receipt payment delayed invoice bme 23 24 429 worth rs 221560 despite previous reminders efforts requesting update case status expected resolution',
-    'Policy and Schemes. Delayed Payment/MSEFC related issues/Online Dispute Resolution (ODR)',
-    'Policy and Schemes. Related to GST',
+    'dear sir mam trying register udyam pan error showing udyam registration already done pan registered earlier please guide aadhaar uam pan pan mobile phone clarification existing udyam registration user requesting clarification udyam registration portal indicates registration already done pan although user states registration made',
+    'UAM/Udyam Registration/Certificate related issues. category encompasses grievances related identity creation verification eligibility validation micro small medium enterprises msmes udyam registration system udyam registration system serves foundational gateway msmes access central state government schemes bank loans subsidies credit guarantees public procurement benefits statutory advantages scope purpose category covers issues directly impact msme ecosystem including registration related issues udyam portal errors issued udyam registration certificate migration related grievances legacy udyog aadhaar memorandum uam system udyam portal registration related issues registration remains pending failure generate registration number system validation errors despite correct data submission causes backend verification delays pan aadhaar validation errors system downtime incomplete synchronization tax identity databases errors issued udyam registration certificate incorrect inconsistent details including enterprise classification micro small medium gst number address business activity ownership information impact rejection loan applications denial scheme benefits disqualification government tenders migration related grievances failed migration attempts duplicate already registered system errors loss enterprise data inability link historical uam records impact disruption',
+    'UAM/Udyam Registration/Certificate related issues. category encompasses grievances related identity creation verification eligibility validation micro small medium enterprises msmes udyam registration system udyam registration system serves foundational gateway msmes access central state government schemes bank loans subsidies credit guarantees public procurement benefits statutory advantages scope purpose category covers issues directly impact msme ecosystem including registration related issues udyam portal errors issued udyam registration certificate migration related grievances legacy udyog aadhaar memorandum uam system udyam portal registration related issues registration remains pending failure generate registration number system validation errors despite correct data submission causes backend verification delays pan aadhaar validation errors system downtime incomplete synchronization tax identity databases errors issued udyam registration certificate incorrect inconsistent details including enterprise classification micro small medium gst number address business activity ownership information impact rejection loan applications denial scheme benefits disqualification government tenders migration related grievances failed migration attempts duplicate already registered system errors loss enterprise data inability link historical uam records impact disruption',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
-# [3, 768]
+# [3, 384]
 
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
-# tensor([[1.0000, 0.5977, 0.6986],
-#         [0.5977, 1.0000, 0.8466],
-#         [0.6986, 0.8466, 1.0000]])
+# tensor([[1.0000, 0.7274, 0.7274],
+#         [0.7274, 1.0000, 1.0000],
+#         [0.7274, 1.0000, 1.0000]])
 ```
 
 <!--
@@ -204,30 +444,34 @@ You can finetune this model on your own dataset.
 
 #### Unnamed Dataset
 
-* Size: 294 training samples
-* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>sentence_2</code>
-* Approximate statistics based on the first 294 samples:
-  |         | sentence_0                                                                           | sentence_1                                                                         | sentence_2                                                                         |
-  |:--------|:-------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
-  | type    | string                                                                               | string                                                                             | string                                                                             |
-  | details | <ul><li>min: 20 tokens</li><li>mean: 119.94 tokens</li><li>max: 384 tokens</li></ul> | <ul><li>min: 10 tokens</li><li>mean: 16.98 tokens</li><li>max: 31 tokens</li></ul> | <ul><li>min: 10 tokens</li><li>mean: 15.63 tokens</li><li>max: 31 tokens</li></ul> |
+* Size: 98 training samples
+* Columns: <code>sentence_0</code> and <code>sentence_1</code>
+* Approximate statistics based on the first 98 samples:
+  |         | sentence_0                                                                         | sentence_1                                                                        |
+  |:--------|:-----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
+  | type    | string                                                                             | string                                                                            |
+  | details | <ul><li>min: 20 tokens</li><li>mean: 59.08 tokens</li><li>max: 64 tokens</li></ul> | <ul><li>min: 64 tokens</li><li>mean: 64.0 tokens</li><li>max: 64 tokens</li></ul> |
 * Samples:
-  | sentence_0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | sentence_1                                                                           | sentence_2                                                                                                |
-  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------|
-  | <code>raising grievance due gross mishandling loan account rbl bank lan blnew007100061309 despite fully serviced emis loan per repayment schedule bank failed release dues certificate ndc additionally bank incorrectly reported overdue amount days past due dpd entries credit bureaus significantly impacted cibil score despite multiple follow ups emails communication channels bank provided resolution clarity matter negligence caused undue stress made ineligible credit facilities extremely disheartening experience unprofessional behavior reputed financial institution therefore request intervene take strict action ensure following immediate issuance ndc rectification incorrect overdue dpd reporting cibil restoration credit score written confirmation loan status corrected erroneous dpd entries removed credit profile provision explanation lapses compensation undue mental agony financial harm caused matter dragging far long trust esteemed offices take prompt action ensure justice accountability non r...</code> | <code>Starter, Credit and Finance. Loan under ECLGS (Emergency Credit of 20%)</code> | <code>Technology, Quality and Institutions. Related to Tool Rooms (Admn. Matters)</code>                  |
-  | <code>respected sir mail recived grivances bank baroda rejected loan 3 months going bank baroda regularly took file 2 bank baroda medical branch medical brach said bring noc days went noc madam sitying medical branch harsh said unusail thing kept respect lady bt bank coustomer didint kept didginit raise grivance regected loan cibil score 776 verified noc bt long time machine ware house directly reajected loan oll documents inspection done loan rejected also puth forth vase respected regional manger bank baroda rbi loan rejection msme scheme user expressing disappointment loan rejection bank baroda citing unprofessional behavior bank staff despite good cibil score verified documents</code>                                                                                                                                                                                                                                                                                                                                | <code>Starter, Credit and Finance. Related to Loan</code>                            | <code>Technology, Quality and Institutions. Zero Defect Zero Effect (ZED)</code>                          |
-  | <code>19 11 2024 honourable minister msme dear sir prime minister employment generation programme pmegp introduced generate employment opportunities rural well urban areas country setting new self employment ventures projects micro enterprises 2022 guidelines loans eligible maximum cost project unit admissible margin money subsidy manufacturing sector 50 00 000 maximum cost project unit admissible margin money subsidy business service sector 20 00 000 non msme activities allowed pmegp application however value addition allowed pmegp farm farm linked activities connection sericulture horticulture floriculture etc allowed following industry business connected animal husbandry also allowed dairy milk dairy products primarily cows also sheep goats camels buffaloes horses donkeys b poultry poultry kept form eggs meat include chickens turkeys geese ducks c aquaculture farming aquatic organisms including fish molluscs crustaceans aquatic plants insects including bees sericulture etc special case pi...</code> | <code>Policy and Schemes. Related to MSME Scheme</code>                              | <code>Starter, Credit and Finance. Interest Subvention Scheme for Incremental Credit to MSMEs 2018</code> |
-* Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
+  | sentence_0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
+  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>availed pmegp subsidy paper carry bag manufacturing unit 2020 iob bank kottayam three years paid loan amount correctly time without failure inspection needed sanction subsidy done yet since keen paying loan bringing burden financially please needful arrange inspection udyam reg kl 07 0005226 thanking non conduct inspection pmegp subsidy msme dfo user reporting despite timely loan repayment inspection required sanctioning pmegp subsidy paper carry bag manufacturing unit conducted causing financial burden requesting assistance earliest possible inspection</code> | <code>Related to MSME-DFO. category encompasses grievances related field level execution failures msme development facilitation offices dfos responsible facilitating msme schemes loans subsidies services scope category includes field level execution failures non responsive dfo officers failure provide guidance documentation procedures inaction queries submitted champions physical visits inspection delays inconsistencies postponed repeatedly rescheduled site visits delayed inspection reports unnecessary multiple inspections stall loan disbursement subsidy release local facilitation coordination failures misrouting applications offices lack facilitation land utilities approvals unavailability promised local support services poor coordination dfos banks psus state nodal officers resulting projects remaining stuck despite eligibility prior approvals example issues dfo officials responding phone calls emails regarding subsidy applications guidance provided required documents site inspection msme ...</code> |
+  | <code>unable edit district udhyam certificate please help editing district udyam certificate user requesting assistance edit district udyam certificate</code>                                                                                                                                                                                                                                                                                                                                                                                                                               | <code>UAM/Udyam Registration/Certificate related issues. category encompasses grievances related identity creation verification eligibility validation micro small medium enterprises msmes udyam registration system udyam registration system serves foundational gateway msmes access central state government schemes bank loans subsidies credit guarantees public procurement benefits statutory advantages scope purpose category covers issues directly impact msme ecosystem including registration related issues udyam portal errors issued udyam registration certificate migration related grievances legacy udyog aadhaar memorandum uam system udyam portal registration related issues registration remains pending failure generate registration number system validation errors despite correct data submission causes backend verification delays pan aadhaar validation errors system downtime incomplete synchronization tax identity databases errors issued udyam registration certificate incorrect inconsistent detai...</code> |
+  | <code>loanagreement isbl00910729978dated26 09 2024 loan payment pending since 29 sep 2024 hdfc bank returned cheque stating alteration rbi guidelines pli nodal agencies contact numbers found service unable connect attached loan agreement pdf reference please support get resolution pending since 29 sep 2024 non receipt loan payment dcmsme scheme user reporting non receipt loan payment since 29 09 2024 citing hdfc bank return cheque alteration rbi guidelines requesting assistance resolving issue</code>                                                                    | <code>Related to DCMSME Scheme. category related grievances dcmsme scheme specifically focusing issues related access credit banks micro small medium enterprises msmes category applies commercial banks regional rural banks rrbs cooperative banks covers cases bottleneck lies entirely bank level excludes issues related rbi policy government scheme design credit guarantee mechanisms buyer default rather addresses bank side processing conditions conduct extending credit msmes category includes cases msmes applied loans submitted required documents followed branches digital portals loan application remains pending without formal sanction rejection decision captures administrative stalling prolonged process pending verification status absence deficiency letters timelines repeated demands already submitted documents failure branch offices forward eligible applications regional head offices approval additionally category covers situations loans formally sanctioned disbursement delayed withheld bank ...</code> |
+* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
-      "distance_metric": "TripletDistanceMetric.EUCLIDEAN",
-      "triplet_margin": 5
+      "scale": 20.0,
+      "similarity_fct": "cos_sim",
+      "gather_across_devices": false
   }
   ```
 
 ### Training Hyperparameters
 #### Non-Default Hyperparameters
 
+- `per_device_train_batch_size`: 2
+- `per_device_eval_batch_size`: 2
+- `num_train_epochs`: 2
 - `fp16`: True
 - `multi_dataset_batch_sampler`: round_robin
 
@@ -237,8 +481,8 @@ You can finetune this model on your own dataset.
 - `do_predict`: False
 - `eval_strategy`: no
 - `prediction_loss_only`: True
-- `per_device_train_batch_size`: 8
-- `per_device_eval_batch_size`: 8
+- `per_device_train_batch_size`: 2
+- `per_device_eval_batch_size`: 2
 - `gradient_accumulation_steps`: 1
 - `eval_accumulation_steps`: None
 - `torch_empty_cache_steps`: None
@@ -248,7 +492,7 @@ You can finetune this model on your own dataset.
 - `adam_beta2`: 0.999
 - `adam_epsilon`: 1e-08
 - `max_grad_norm`: 1
-- `num_train_epochs`: 3
+- `num_train_epochs`: 2
 - `max_steps`: -1
 - `lr_scheduler_type`: linear
 - `lr_scheduler_kwargs`: None
@@ -360,15 +604,15 @@ You can finetune this model on your own dataset.
 }
 ```
 
-#### TripletLoss
+#### MultipleNegativesRankingLoss
 ```bibtex
-@misc{hermans2017defense,
-    title={In Defense of the Triplet Loss for Person Re-Identification},
-    author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
+@misc{henderson2017efficient,
+    title={Efficient Natural Language Response Suggestion for Smart Reply},
+    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
     year={2017},
-    eprint={1703.07737},
+    eprint={1705.00652},
     archivePrefix={arXiv},
-    primaryClass={cs.CV}
+    primaryClass={cs.CL}
 }
 ```
 

config.json

@@ -1,24 +1,30 @@
 {
+  "add_cross_attention": false,
   "architectures": [
-    "MPNetModel"
+    "BertModel"
   ],
   "attention_probs_dropout_prob": 0.1,
-  "bos_token_id": 0,
+  "bos_token_id": null,
+  "classifier_dropout": null,
   "dtype": "float32",
-  "eos_token_id": 2,
+  "eos_token_id": null,
+  "gradient_checkpointing": false,
   "hidden_act": "gelu",
   "hidden_dropout_prob": 0.1,
-  "hidden_size": 768,
+  "hidden_size": 384,
   "initializer_range": 0.02,
-  "intermediate_size": 3072,
-  "layer_norm_eps": 1e-05,
-  "max_position_embeddings": 514,
-  "model_type": "mpnet",
+  "intermediate_size": 1536,
+  "is_decoder": false,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
   "num_attention_heads": 12,
-  "num_hidden_layers": 12,
-  "pad_token_id": 1,
-  "relative_attention_num_buckets": 32,
+  "num_hidden_layers": 6,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
   "tie_word_embeddings": true,
   "transformers_version": "5.0.0",
-  "vocab_size": 30527
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
 }

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:df5af0b1556413bbed5ce25011b728de502822d45dde1ed41bc4044fb1e9c519
-size 437967648
+oid sha256:bfb2fedc427d6f0ab914cc80fa199fec65b7c465018cd0a684c01f512a2927d4
+size 90864176

sentence_bert_config.json

@@ -1,4 +1,4 @@
 {
-    "max_seq_length": 384,
+    "max_seq_length": 64,
     "do_lower_case": false
 }

tokenizer_config.json

@@ -1,16 +1,16 @@
 {
   "backend": "tokenizers",
-  "bos_token": "<s>",
-  "cls_token": "<s>",
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
   "do_lower_case": true,
-  "eos_token": "</s>",
   "is_local": false,
-  "mask_token": "<mask>",
-  "model_max_length": 384,
-  "pad_token": "<pad>",
-  "sep_token": "</s>",
+  "mask_token": "[MASK]",
+  "model_max_length": 256,
+  "never_split": null,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
   "strip_accents": null,
   "tokenize_chinese_chars": true,
-  "tokenizer_class": "MPNetTokenizer",
+  "tokenizer_class": "BertTokenizer",
   "unk_token": "[UNK]"
 }