Sentence Similarity
sentence-transformers
Safetensors
mpnet
feature-extraction
Generated from Trainer
dataset_size:500431
loss:SoftmaxLoss
loss:MultipleNegativesRankingLoss
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@@ -9,24 +9,33 @@ tags:
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  - loss:MultipleNegativesRankingLoss
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  base_model: sentence-transformers/all-mpnet-base-v2
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  widget:
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- - source_sentence: The name/business name, address/business address, and contact information
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- of the export broker, including telephone numbers and email addresses.
 
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  sentences:
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- - If an export broker is used, you must provide their full business details along
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- with ways to contact them such as phone numbers and emails.
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- - Order form records are required to be maintained as per section 1305 of the regulations.
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- - Only the name and address of the export broker are necessary; there's no need
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- to include contact information like phone numbers or emails.
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- - source_sentence: Typically, such suspensions would not cover transfers to regular
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- customers unless they are part of an irregular sale or involve suspicious activity.
 
 
 
 
 
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  sentences:
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- - Suspensions due to potential diversion typically do not extend to routine transactions
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- with established clients, unless there is reason to believe the transaction is
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- unusual or illicit.
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- - All customers, including regular ones, could be subject to these suspensions without
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- any specific cause.
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- - If the Administration notifies an exporter, the transferee might need additional
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- steps to become a regular customer.
 
 
 
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  - source_sentence: Factors include changes in accepted medical use of chemicals.
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  sentences:
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  - Imports from other countries significantly impact the U.S. medical supply.
@@ -34,21 +43,31 @@ widget:
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  - Brokers and traders must inform the Administration of such transactions.
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  - source_sentence: After accepting an application for filing.
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  sentences:
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- - Once the application is accepted for filing, the Administrator will issue an order.
 
 
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  - No specific documents are needed for submission.
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- - Following the review of the comments, the Administrator might preserve, lift,
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- or update the earlier ruling.
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- - source_sentence: The coordinator serves as the main point of contact between DEA
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- registered locations and the CSOS Certification Authority for issues pertaining
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- to issuance, revocation, and changes to digital certificates.
 
 
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  sentences:
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- - The role of a CSOS coordinator involves issuing and distributing new digital certificates
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- to DEA registered locations.
 
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  - The rules only apply to paper orders and prescriptions, not electronic ones.
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- - This rule pertains to either bidders or end-users, but not exclusively to one
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- category.
 
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  pipeline_tag: sentence-similarity
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  library_name: sentence-transformers
 
 
 
 
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  ---
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  # SentenceTransformer based on sentence-transformers/all-mpnet-base-v2
 
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  - loss:MultipleNegativesRankingLoss
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  base_model: sentence-transformers/all-mpnet-base-v2
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  widget:
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+ - source_sentence: >-
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+ The name/business name, address/business address, and contact information of
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+ the export broker, including telephone numbers and email addresses.
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  sentences:
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+ - >-
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+ If an export broker is used, you must provide their full business details
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+ along with ways to contact them such as phone numbers and emails.
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+ - >-
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+ Order form records are required to be maintained as per section 1305 of the
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+ regulations.
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+ - >-
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+ Only the name and address of the export broker are necessary; there's no
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+ need to include contact information like phone numbers or emails.
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+ - source_sentence: >-
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+ Typically, such suspensions would not cover transfers to regular customers
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+ unless they are part of an irregular sale or involve suspicious activity.
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  sentences:
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+ - >-
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+ Suspensions due to potential diversion typically do not extend to routine
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+ transactions with established clients, unless there is reason to believe the
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+ transaction is unusual or illicit.
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+ - >-
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+ All customers, including regular ones, could be subject to these suspensions
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+ without any specific cause.
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+ - >-
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+ If the Administration notifies an exporter, the transferee might need
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+ additional steps to become a regular customer.
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  - source_sentence: Factors include changes in accepted medical use of chemicals.
40
  sentences:
41
  - Imports from other countries significantly impact the U.S. medical supply.
 
43
  - Brokers and traders must inform the Administration of such transactions.
44
  - source_sentence: After accepting an application for filing.
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  sentences:
46
+ - >-
47
+ Once the application is accepted for filing, the Administrator will issue an
48
+ order.
49
  - No specific documents are needed for submission.
50
+ - >-
51
+ Following the review of the comments, the Administrator might preserve,
52
+ lift, or update the earlier ruling.
53
+ - source_sentence: >-
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+ The coordinator serves as the main point of contact between DEA registered
55
+ locations and the CSOS Certification Authority for issues pertaining to
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+ issuance, revocation, and changes to digital certificates.
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  sentences:
58
+ - >-
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+ The role of a CSOS coordinator involves issuing and distributing new digital
60
+ certificates to DEA registered locations.
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  - The rules only apply to paper orders and prescriptions, not electronic ones.
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+ - >-
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+ This rule pertains to either bidders or end-users, but not exclusively to
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+ one category.
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  pipeline_tag: sentence-similarity
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  library_name: sentence-transformers
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+ datasets:
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+ - MasterControlAIML/question_answer_finetuning_embeddings.csv
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+ - MasterControlAIML/triplet_finetuning_embeddings.csv
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+ - MasterControlAIML/pair_class_finetuning_embeddings.csv
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  ---
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  # SentenceTransformer based on sentence-transformers/all-mpnet-base-v2