README.md

---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:98
- loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget:
- 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:
  - 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:
  - 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:
  - 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:
  - 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. 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-MiniLM-L6-v2

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-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 -->
<!-- - **License:** Unknown -->

### Model Sources

- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/huggingface/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': 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()
)
```

## 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("sentence_transformers_model_id")
# Run inference
sentences = [
    '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, 384]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.7274, 0.7274],
#         [0.7274, 1.0000, 1.0000],
#         [0.7274, 1.0000, 1.0000]])
```

<!--
### 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: 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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <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
  {
      "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

#### All Hyperparameters
<details><summary>Click to expand</summary>

- `do_predict`: False
- `eval_strategy`: no
- `prediction_loss_only`: True
- `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
- `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`: 2
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: None
- `warmup_ratio`: None
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `enable_jit_checkpoint`: False
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `use_cpu`: False
- `seed`: 42
- `data_seed`: None
- `bf16`: False
- `fp16`: True
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: -1
- `ddp_backend`: None
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `parallelism_config`: None
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch_fused
- `optim_args`: None
- `group_by_length`: False
- `length_column_name`: length
- `project`: huggingface
- `trackio_space_id`: trackio
- `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
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: None
- `hub_always_push`: False
- `hub_revision`: None
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_for_metrics`: []
- `eval_do_concat_batches`: True
- `auto_find_batch_size`: False
- `full_determinism`: False
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `include_num_input_tokens_seen`: no
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `liger_kernel_config`: None
- `eval_use_gather_object`: False
- `average_tokens_across_devices`: True
- `use_cache`: False
- `prompts`: None
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: round_robin
- `router_mapping`: {}
- `learning_rate_mapping`: {}

</details>

### Framework Versions
- Python: 3.12.12
- Sentence Transformers: 5.2.3
- Transformers: 5.0.0
- PyTorch: 2.10.0+cu128
- Accelerate: 1.12.0
- Datasets: 4.0.0
- Tokenizers: 0.22.2

## 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",
}
```

#### MultipleNegativesRankingLoss
```bibtex
@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={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}
```

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