Triple

T6772849
Position Surface form Disambiguated ID Type / Status
Subject Secure and Fair Enforcement for Mortgage Licensing Act E155083 entity
Predicate hasAbbreviation P43 FINISHED
Object NMLS
NMLS is the nationwide system in the United States used to license, register, and track mortgage loan originators and other financial services professionals.
 E155083 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: NMLS | Statement: [Secure and Fair Enforcement for Mortgage Licensing Act, hasAbbreviation, NMLS]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: NMLS
Context triple: [Secure and Fair Enforcement for Mortgage Licensing Act, hasAbbreviation, NMLS]
  • A. Secure and Fair Enforcement for Mortgage Licensing Act
    The Secure and Fair Enforcement for Mortgage Licensing Act is a U.S. law that establishes nationwide standards and a registration system to enhance accountability and consumer protection in the residential mortgage industry.
  • B. Rocket Mortgage
    Rocket Mortgage is a leading U.S.-based online mortgage lender known for its fully digital home loan application and approval process.
  • C. CoreLogic
    CoreLogic is a leading provider of property, mortgage, and consumer information, analytics, and data-enabled services for real estate and financial markets.
  • D. CitiMortgage
    CitiMortgage is the home lending and mortgage services division of Citigroup, providing mortgage loans and related financial products to consumers.
  • E. Real Estate Regulatory Agency
    The Real Estate Regulatory Agency is the government body in Dubai responsible for regulating, overseeing, and licensing the emirate’s real estate sector and its professionals.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: NMLS
Triple: [Secure and Fair Enforcement for Mortgage Licensing Act, hasAbbreviation, NMLS]
Generated description
NMLS is the nationwide system in the United States used to license, register, and track mortgage loan originators and other financial services professionals.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: NMLS
Target entity description: NMLS is the nationwide system in the United States used to license, register, and track mortgage loan originators and other financial services professionals.
  • A. Secure and Fair Enforcement for Mortgage Licensing Act chosen
    The Secure and Fair Enforcement for Mortgage Licensing Act is a U.S. law that establishes nationwide standards and a registration system to enhance accountability and consumer protection in the residential mortgage industry.
  • B. Rocket Mortgage
    Rocket Mortgage is a leading U.S.-based online mortgage lender known for its fully digital home loan application and approval process.
  • C. CoreLogic
    CoreLogic is a leading provider of property, mortgage, and consumer information, analytics, and data-enabled services for real estate and financial markets.
  • D. CitiMortgage
    CitiMortgage is the home lending and mortgage services division of Citigroup, providing mortgage loans and related financial products to consumers.
  • E. Real Estate Regulatory Agency
    The Real Estate Regulatory Agency is the government body in Dubai responsible for regulating, overseeing, and licensing the emirate’s real estate sector and its professionals.
  • F. None of above.

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69c68812ef7c819099369f51febb725c completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d24aaf948190a544cc28b7de67c4 completed March 27, 2026, 6:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69c712c75b9c819099b0be616925a0b9 completed March 27, 2026, 11:29 p.m.
NEDg Description generation batch_69c7135106288190b5b20523c3efa229 completed March 27, 2026, 11:31 p.m.
NED2 Entity disambiguation (via description) batch_69c7141cd52c8190a783590ad1067840 completed March 27, 2026, 11:34 p.m.
Created at: March 27, 2026, 2:13 p.m.