How to use Ambika14/sbert-grievance-classifier-code-A with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Ambika14/sbert-grievance-classifier-code-A") sentences = [ "udyam registration cancel <udyam_no> is still pending for cancellation and its passing more than <NUM> days issue delayed cancellation of udyam registration context the user is reporting that the cancellation of udyam registration for udyam-up- <NUM> - <NUM> is still pending and has been delayed for more than <NUM> days. details - udyam registration no udyam-up- <NUM> - <NUM> cancellation status pending", "Policy and Schemes. Definition of MSMEs (Clarifications related to definition) Policy. this category pertains to grievances seeking policy interpretation and clarification regarding the definition and classification of micro small and medium enterprises msmes under the micro small and medium enterprises development msmed act <NUM> as amended . the category encompasses disputes or doubts related to the application of turnover investment and structural factors to specific enterprise cases. key issues include turnover and investment threshold calculations treatment of export turnover or goods and services tax gst classification of enterprises as micro small or medium clubbing of multiple units or related businesses under a single msme identity the category also captures concerns arising from the transition between old and revised msme definitions including impact of reclassification on eligibility continuity of benefits already availed applicable financial year for revised criteria grievances in this category are clarification-driven rather than system-error driven arising from the intersection of policy intent numerical calculations and enterprise structure. example issues include turnover classification discrepancies my turnover is within limits but udyam shows a higher msme category please clarify the correct classification as per policy. export turnover treatment export turnover has been included while determining msme status kindly clarify whether it should be excluded. post-migration classification changes after migration from uam to udyam my enterprise category has changed despite no change in investment please confirm if this is correct. revised definition impact on eligibility due to the revised msme definition my eligibility under schemes is affected kindly clarify whether benefits already availed will continue. the operational procedural policy and institutional causes of these grievances include", "Policy and Schemes. DBT / IT desk including Annual Report. dbt it desk including the annual report in msme refers to the data dbt wing functioning under the office of the development commissioner msme which is responsible for administering direct benefit transfer dbt of subsidies under msme schemes managing it and digital infrastructure and compiling the ministry s annual report. the wing oversees end-to-end dbt processes for scheme reimbursements such as ict and cloud computing subsidies where msmes initially incur eligible expenses and subsequently receive reimbursements directly into aadhaar-linked bank accounts through the public financial management system often after technical verification by agencies like telecommunications consultants india limited. it ensures compliance with national dbt standards in coordination with the dbt mission and national informatics centre maintains and upgrades msme it systems including the udyam registration portal supports cloud-based it adoption for msmes undertakes data analytics and mis reporting and onboards schemes to the national dbt framework. the wing also prepares the annual report of the ministry of msme consolidating performance indicators financial outlays scheme outcomes udyam registration trends and macro-level contributions such as msme share in gdp and employment which are used for parliament cabinet briefings and policy evaluation. while this framework promotes transparency leak-proof subsidy delivery evidence-based policymaking and digital efficiency stakeholders frequently raise grievances related to dbt execution data accuracy it reliability and reporting quality. examples of grievances include msmes experiencing delays in receipt of approved ict or cloud service subsidies due to pfms transaction or verification glitches reimbursement failures arising from aadhaar bank account linkage mismatches despite valid udyam registration inaccuracies or under-reporting of scheme achievements udyam registrations or msme gdp contribution in the annual report affecting policy advocacy and planning temporary downtime or access issues on udyam or other msme it portals during registration or subsidy claim periods and gaps in mis capture where scheme data duplications or leakages are not properly reflected in dbt dashboards or the annual report prompting appeals for correction and system strengthening.", "UAM/Udyam Registration/Certificate related issues. Time Taken for Cancellation of UDYAM Certificate (Technical). this category refers to grievances concerning delays in processing requests for cancellation of an existing udyam registration. when a business owner submits a request to cancel a registration the request is expected to be processed within a reasonable timeframe. however in some cases users report that the cancellation request remains pending for an extended period. grievances under this category usually involve complaints where the enterprise owner has already submitted a cancellation request but the status continues to show as pending or unprocessed. entrepreneurs may also report that they cannot proceed with other actions related to their registration because the cancellation has not yet been completed. in some situations users may have submitted the request multiple times or may be seeking clarification about the delay in processing the cancellation. these grievances are typically raised by msme proprietors partners company directors or authorized representatives who previously requested cancellation of their enterprise registration. business owners who closed their operations or who submitted cancellation due to incorrect registration details may seek updates on the status of their request. compliance managers accountants or consultants handling enterprise registrations may also raise grievances when the cancellation process takes longer than expected or prevents further registration-related actions from being completed." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
