sentence-transformers How to use Ambika14/bge_grievance_classifier-code-B with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Ambika14/bge_grievance_classifier-code-B")
sentences = [
"the nearest technology center under tcsp is too far and fully booked so i can t access their advanced machinery skill training or tech advisory for upgrading my production line. local msmes like mine are losing competitiveness without nearby centers in delhi region. please set up or expand tcsp facilities closer and prioritize slots for small units to adopt modern tech fast. issue non-availability of nearby technology center under tcsp context the user is reporting that the nearest technology center under tcsp is too far and fully booked which is hindering access to advanced machinery skill training and tech advisory for upgrading the production line and is requesting the establishment or expansion of tcsp facilities closer to the delhi region to prioritize slots for small units. details - location delhi region requirement establishment or expansion of tcsp facilities priority slots for small units",
"Technology, Quality and Institutions. Testing, Quality, Testing Center. this category encompasses grievances related to msmes micro small and medium enterprises inability to access utilize or rely on government-recognized testing calibration inspection or certification services required for regulatory compliance tenders gem listing or exports. the category covers a range of issues including delays in the issuance of test reports despite samples being submitted and fees paid denial or non-issuance of quality or conformity certificates without clear reasons difficulties accessing testing or calibration facilities due to - capacity constraints - administrative refusal - non-functional equipment procedural and system-level barriers such as - unclear or changing documentation requirements - portal mismatches - fees paid but testing not scheduled situations where business losses occur due to market access being blocked due to pending testing or certification at authorized labs or msme testing centers. example issues include testing completed and fees paid but test report is not issued even after many weeks quality certification was rejected without written reasons despite compliance with guidelines testing center is refusing to accept samples citing workload while deadlines are approaching fees paid online but testing not scheduled due to portal or procedural issues tender or export shipment is blocked because the required test certificate is still pending at the testing lab. the purpose of this category is to capture grievances related to the operational procedural policy or institutional causes that hinder msmes access to government-recognized testing calibration inspection or certification services. the category aims to identify and address the root causes of these issues including capacity constraints at testing facilities inade",
"Policy and Schemes. Related to MSME Scheme. this category encompasses grievances related to central sector schemes directly administered by the ministry of micro small and medium enterprises momsme where the ministry itself serves as the implementing authority. the category includes schemes such as zero defect zero effect zed credit linked capital subsidy scheme clcss lean manufacturing and other centrally managed msme support programs. it covers cases where msmes have applied for scheme benefits or subsidies received approvals or completed required assessments or certifications but the approved financial assistance has not been released or credited. the category also captures grievances where claims submitted under ministry-run schemes for incentives reimbursements or financial support remain pending for extended periods or are rejected without clear or consistent justification. this includes cases of rejection due to alleged documentation gaps system-generated ineligibility flags disputes over eligible machinery or activities and delays caused by human or system-level verification failures. additionally the category includes grievances arising from ambiguity or confusion regarding scheme eligibility scope or applicability such as uncertainty over mandatory certifications eligibility of second-hand versus new machinery applicability to service enterprises or inconsistent interpretations of scheme rules by different central or state offices. the category further covers portal-related issues affecting scheme access and execution including technical errors during registration or document upload login or authentication failures contradictory status messages and non-updating dashboards for application claim or training progress. these issues typically arise due to system bugs integration gaps between multiple portals file format or size restrictions or delays in updating portal logic after scheme guideline revisions.",
"Technology, Quality and Institutions. Technology Center System Program (TCSP). the technology centre systems programme tcsp is a flagship initiative of the ministry of micro small and medium enterprises approved in <NUM> with world bank support to significantly strengthen india s msme manufacturing ecosystem through advanced technology access and skill development. with a total outlay of about <NUM> <NUM> crore initially and later expanded to around <NUM> <NUM> crore the programme modernizes <NUM> existing technology centres earlier tool rooms technology development centres and establishes <NUM> new technology centres along with <NUM> extension centres across the country. these centres are equipped with state-of-the-art infrastructure such as cnc machining additive manufacturing and 3d printing robotics and automation laser machining electronics system design and manufacturing facilities advanced metrology and testing equipment. tcsp aims to enhance msme competitiveness by providing localized access to modern manufacturing technologies short- and long-term industry-oriented training skilled manpower development prototyping and testing services incubation and entrepreneurship support and advisory services. the programme also promotes cluster-based development through manufacturing technology partners and technology cluster managers supported by a centralized erp system for service delivery thereby improving productivity innovation and integration of msmes into national and global value chains. examples of common grievances under the tcsp include operational delays a newly approved technology centre in an underserved state remains partially functional for years due to delayed procurement of machines preventing msmes from accessing prototyping and testing facilities. training capacity constraints popular courses such as robotics or cnc programming at extension centres become oversubscribed resulting in eligible msme workers being denied admission despite early registration. weak cluster linkages local technology cluster managers fail to connect msmes with oems academic institutions or research bodies limiting the intended collaboration and market access benefits. erp system issues msmes face repeated difficulties in booking training slots advisory services or accessing technical specifications due to downtime or glitches in the centralized erp portal. infrastructure shortfalls at extension centres an approved extension centre lacks promised metrology or testing equipment restricting its ability to deliver precision measurement and quality assurance services to nearby msmes."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
