Model: MasterControlAIML/finetuned-ecfr-embeddings
Author: MasterControlAIML
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, mpnet, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:500431, loss:SoftmaxLoss, loss:MultipleNegativesRankingLoss, dataset:MasterControlAIML/question_answer_finetuning_embeddings.csv, dataset:MasterControlAIML/triplet_finetuning_embeddings.csv, dataset:MasterControlAIML/pair_class_finetuning_embeddings.csv, arxiv:1908.10084, arxiv:1705.00652, base_model:sentence-transformers/all-mpnet-base-v2, base_model:finetune:sentence-transformers/all-mpnet-base-v2, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-mpnet-base-v2
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:500431, loss:SoftmaxLoss, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-mpnet-base-v2
widget: source_sentence: The name/business name, address/business address, and contact information of the export broker, including telephone numbers and email addresses.
sentences: If an export broker is used, you must provide their full business details along with ways to contact them such as phone numbers and emails., Order form records are required to be maintained as per section 1305 of the regulations., Only the name and address of the export broker are necessary; there's no need to include contact information like phone numbers or emails., source_sentence: Typically, such suspensions would not cover transfers to regular customers unless they are part of an irregular sale or involve suspicious activity.
sentences: Suspensions due to potential diversion typically do not extend to routine transactions with established clients, unless there is reason to believe the transaction is unusual or illicit., All customers, including regular ones, could be subject to these suspensions without any specific cause., If the Administration notifies an exporter, the transferee might need additional steps to become a regular customer., source_sentence: Factors include changes in accepted medical use of chemicals.
sentences: Imports from other countries significantly impact the U.S. medical supply., Changes in how chemicals are used medically can affect U.S. medical needs., Brokers and traders must inform the Administration of such transactions., source_sentence: After accepting an application for filing.
sentences: Once the application is accepted for filing, the Administrator will issue an order., No specific documents are needed for submission., Following the review of the comments, the Administrator might preserve, lift, or update the earlier ruling., source_sentence: The coordinator serves as the main point of contact between DEA registered locations and the CSOS Certification Authority for issues pertaining to issuance, revocation, and changes to digital certificates.
sentences: The role of a CSOS coordinator involves issuing and distributing new digital certificates to DEA registered locations., The rules only apply to paper orders and prescriptions, not electronic ones., This rule pertains to either bidders or end-users, but not exclusively to one category.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
datasets: MasterControlAIML/question_answer_finetuning_embeddings.csv, MasterControlAIML/triplet_finetuning_embeddings.csv, MasterControlAIML/pair_class_finetuning_embeddings.csv
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Created: 2025-01-20 22:03:54