How to use Ambika14/sbert-grievance-classifier with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Ambika14/sbert-grievance-classifier") sentences = [ "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", "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" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
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