sentence-transformers How to use fjavigv/snoweu_v3 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("fjavigv/snoweu_v3")
sentences = [
"Entities such as governments and industry groups can seek official recognition for their sustainability certification programs concerning essential raw materials. To apply, they must provide evidence demonstrating compliance with established criteria. By a specified deadline, a standardized application template will be introduced to streamline submissions. The Commission will evaluate these applications and, if criteria are met, will formally recognize the schemes, detailing their scope in terms of the raw materials value chain and sustainability aspects. Regular assessments will ensure ongoing compliance, and any significant failures in adherence will prompt a review of the scheme's status.",
"\"32018R0675: INSERTED\") Carbetamide (ISO); (R)-1-(ethylcarbamoyl)ethyl carbanilate; (2R)-1-(ethylamino)-1-oxopropan-2-yl phenylcarbamate 616-223-00-7 240-286-6 16118-49-3 [▼M73](./../../../legal-content/EN/AUTO/?uri=celex:32023R1132 \"32023R1132: INSERTED\") N-(2-nitrophenyl)phosphoric triamide 616-238-00-9 477-690-9 874819-71-3 Reaction mass of 3-(difluoromethyl)-1-methyl-N-[(1RS,4SR,9RS)-1,2,3,4-tetrahydro-9-isopropyl-1,4-methanonaphthalen-5-yl]pyrazole-4-carboxamide and 3-(difluoromethyl)-1-methyl-N-[(1RS,4SR,9SR)-1,2,3,4-tetrahydro-9-isopropyl-1,4-methanonaphthalen-5-yl]pyrazole-4-carboxamide [> 78 % syn isomers < 15 % anti isomers relative content]; isopyrazam 616-240-00-X - 881685-58-1",
"Article 27\n\nForeign subsidies that cause or risk causing a distortion in a public procurement procedure shall be understood as foreign subsidies that enable an economic operator to submit a tender that is unduly advantageous in relation to the works, supplies or services concerned. The assessment pursuant to Article 4 of whether there is a distortion in the internal market and whether a tender is unduly advantageous in relation to the works, supplies or services concerned shall be limited to the public procurement procedure in question. Only foreign subsidies granted during the three years prior to the notification shall be taken into account in the assessment.",
"(c)\n\nvehicles produced in small series, as defined in Article 3, point (30), of Regulation (EU) 2018/858.\n\nSECTION 2\n\nCertification and environmental footprint\n\nArticle 30\n\nRecognised schemes\n\n1.\n\nGovernments, industry associations and groupings of interested organisations that have developed and oversee certification schemes related to the sustainability of critical raw materials (scheme owners) may apply to have their schemes recognised by the Commission.\n\nApplications referred in the first subparagraph of this paragraph shall contain any relevant evidence related to the fulfilment of the criteria laid down in Annex IV.\n\nBy 24 May 2027, the Commission shall adopt implementing acts specifying a single template to be used by scheme owners to provide the minimum information that applications referred to in the first subparagraph of this paragraph are to contain. Those implementing acts shall be adopted in accordance with the examination procedure referred to in Article 39(3).\n\nThe extent of documentation required to complete the single template referred to in the third subparagraph shall be reasonable.\n\n2.\n\nWhere, on the basis of the evidence provided pursuant to the paragraph 1 of this Article, the Commission determines that a certification scheme meets the criteria laid down in Annex IV, or a subset thereof, it shall adopt implementing acts recognising that scheme and specifying the recognised coverage of the scheme. Those implementing acts shall be adopted in accordance with the examination procedure referred to in Article 39(3).\n\n3.\n\nThe recognised coverage for each scheme shall be specified along the following dimensions:\n\n(a)\n\nthe stages of the raw materials value chain covered by the scheme;\n\n(b)\n\nthe stages of the life-cycle of a project, including before, during and after closure, that are covered by the scheme; and\n\n(c)\n\nthe sustainability dimensions and environmental risk categories listed in Annex IV, point (2) that are addressed by the scheme.\n\nThe requirements laid down in Annex IV, point 1(a) to (d) shall be a prerequisite for any recognition of the scheme.\n\n▼C2\n\n4.\n\nThe Commission shall verify, at least every three years from the date of application of any implementing act adopted pursuant to paragraph 2, that the scheme continues to fulfil the criteria laid down in Annex IV, or a recognised subset of those criteria.\n\n▼B\n\n5.\n\nOwners of recognised schemes shall inform the Commission without delay of any changes or updates related to the fulfilment of the criteria laid down in Annex IV, or of a recognised subset of those criteria, made to those schemes. The Commission shall assess whether such changes or updates affect the basis for the recognition and take appropriate action.\n\n6.\n\nIf there is evidence of repeated or significant cases where economic operators implementing a recognised scheme have failed to fulfil the requirements of that scheme, the Commission shall examine, in consultation with the owner of the recognised scheme, whether those cases indicate deficiencies in the scheme affecting the basis for the recognition and take appropriate action.\n\n7.\n\nWhere the Commission identifies deficiencies in a recognised scheme affecting the basis for the recognition, it may grant the scheme owner an appropriate period, of not longer than 12 months, within which to take remedial action.\n\n8.\n\nWhere the scheme owner fails or refuses to take the necessary remedial action and where the Commission has determined that the deficiencies referred to in paragraph 6 of this Article mean that the scheme no longer fulfils the criteria laid down in Annex IV, or of the recognised subset of those criteria, the Commission shall withdraw the recognition of the scheme by means of implementing acts. Those implementing acts shall be adopted in accordance with the examination procedure referred to in Article 39(3).\n\n9.\n\nThe Commission shall establish and keep up-to-date a register of recognised schemes. That register shall be made publicly available on a free-access website. That website shall also allow for the collation of feedback from all relevant stakeholders concerning the implementation of recognised schemes. Such feedback shall be submitted to the relevant scheme owners for consideration.\n\nArticle 31\n\nEnvironmental footprint declaration\n\n1."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
