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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 model finetuned from 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
Maximum Sequence Length: 64 tokens
Output Dimensionality: 384 dimensions
Similarity Function: Cosine Similarity

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

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:

pip install -U sentence-transformers

Then you can load this model and run inference.

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]])

Training Details

Training Dataset

Unnamed Dataset

Size: 98 training samples
Columns: sentence_0 and sentence_1
Approximate statistics based on the first 98 samples:
sentence_0 sentence_1
type string string
details
min: 20 tokens
mean: 59.08 tokens
max: 64 tokens

min: 64 tokens
mean: 64.0 tokens
max: 64 tokens

	sentence_0	sentence_1
type	string	string
details	min: 20 tokens mean: 59.08 tokens max: 64 tokens	min: 64 tokens mean: 64.0 tokens max: 64 tokens

Samples:

sentence_0	sentence_1
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	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 ...
`unable edit district udhyam certificate please help editing district udyam certificate user requesting assistance edit district udyam certificate`	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...
`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`	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 ...

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "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

Click to expand

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: {}

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

@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

@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}
}