sentence-transformers How to use Ambika14/sbert_grievance_classifier-code-A2 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Ambika14/sbert_grievance_classifier-code-A2")
sentences = [
"when ever i try to get register for udyam registration the registration is not getting completed because their is issue with the selection of longitude and latitude on the website. it says to login on some this website https webgis3.nic.in bharatmaps rest services and they only can able to select the longitude and latitude location please resolve the glitch. issue issue with longitude and latitude selection for udyam registration context the user is experiencing an issue with completing the udyam registration process due to a problem with selecting longitude and latitude on the website which requires login to a separate website https webgis3.nic.in bharatmaps rest services. details - website for longitude and latitude selection https webgis3.nic.in bharatmaps rest services",
"UAM/Udyam Registration/Certificate related issues. Update Company/Owner Name Details. this category includes grievances related to corrections or updates to the name of the enterprise or the name of the owner associated with a udyam registration. accurate naming details are important for maintaining correct enterprise records and ensuring that the information recorded in the registration reflects the official business identity. grievances under this category typically arise when the name of the enterprise or the owner s name recorded during registration contains an error or needs to be updated due to changes in the business structure. for example the enterprise name may have been entered incorrectly during registration or the owner s name may not match official identification documents. in some cases the enterprise name may change due to business rebranding conversion of the business structure or correction of typographical errors made during the registration process. users may also report that the system does not allow modification of the name field or that their request to update the name has not been processed. these grievances are generally raised by msme proprietors partners company directors or authorized representatives responsible for managing the enterprise registration. business owners who notice inconsistencies between their official business documents and the name recorded in the udyam registration may request updates to correct the information. in some situations accountants consultants or administrative staff who manage regulatory documentation for the enterprise may also submit grievances when they identify that the enterprise or owner name recorded in the registration requires correction or modification.",
"Technology, Quality and Institutions. Official Language Related Issues. official language related issues in msme administration concern the implementation of hindi rajbhasha in accordance with the official languages act <NUM> as amended across the ministry of msme its development institutes field offices and attached organizations. this framework mandates progressive use of hindi in official work bilingual hindi english documentation replies in hindi to communications received in hindi availability of hindi-enabled software on computers and regular training in hindi typing and computing for officials. the ministry monitors compliance through official language implementation committees quarterly progress reviews rajbhasha inspections and conferences while ensuring that citizens charters schemes portals and public-facing information are available bilingually. these measures aim to improve accessibility for hindi-speaking msmes enhance transparency and inclusiveness strengthen regional outreach especially in hindi-belt states and fulfill constitutional and administrative obligations without restricting the use of english where required. examples of grievances include non-hindi reply an msme submits an application or grievance in hindi to a development institute but receives a response only in english contrary to official language correspondence rules. bilingual documentation gap key documents such as annual reports scheme guidelines or notices are issued only in english or with incomplete hindi translations limiting accessibility for hindi-speaking stakeholders. training shortfall field office staff are unable to type or process files in hindi despite mandated hindi software and training provisions causing delays in rajbhasha compliance. portal language issue hindi versions of portals like udyam or champions contain missing pages partial translations or technical glitches preventing rural or hindi-only users from completing registrations or filing grievances. awareness and communication lapse regional msmes are not informed in hindi about official language conferences workshops or policy updates leading to missed participation and reduced stakeholder engagement.",
"UAM/Udyam Registration/Certificate related issues. Issues in Updating Latitude and Longitude Details (Technical). this category covers grievances related to technical issues encountered while entering or updating the latitude and longitude coordinates of the enterprise location in the udyam registration system. these coordinates are used to identify the geographic location of the enterprise and are sometimes required when updating address information or completing registration details. grievances under this category usually arise when the portal does not accept the latitude and longitude values entered by the user or when technical errors prevent the coordinates from being saved. users may report that the location detection feature does not function properly that the system repeatedly shows errors while entering coordinates or that the map interface does not load correctly. in some cases entrepreneurs may also face issues when the location selected on the map does not match their actual address or when the coordinates fail to update despite repeated attempts. these grievances are typically raised by msme owners proprietors partners directors or authorized representatives who are attempting to update enterprise location details in the registration system. small business owners completing registration updates themselves may encounter technical difficulties while entering location coordinates. similarly consultants accountants or administrative staff who assist enterprises with registration or profile updates may submit grievances if the portal prevents them from completing the required location information due to technical errors."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
