Triple

T7111661
Position Surface form Disambiguated ID Type / Status
Subject Servicemembers Civil Relief Act E165719 entity
Predicate relatedTo P37 FINISHED
Object Military Lending Act
The Military Lending Act is a U.S. federal law that provides special consumer credit protections and interest rate caps for active-duty servicemembers and their dependents.
 E641685 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: Military Lending Act | Statement: [Servicemembers Civil Relief Act, relatedTo, Military Lending Act]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Military Lending Act
Context triple: [Servicemembers Civil Relief Act, relatedTo, Military Lending Act]
  • A. Servicemembers Civil Relief Act
    The Servicemembers Civil Relief Act is a U.S. federal law that provides legal and financial protections to active-duty military personnel, particularly in areas such as housing, loans, and civil judicial proceedings.
  • B. Federal Home Loan Mortgage Corporation Act
    The Federal Home Loan Mortgage Corporation Act is the U.S. federal law that established and governs Freddie Mac, a government-sponsored enterprise created to support liquidity and stability in the residential mortgage market.
  • C. Esch–Cummins Act
    The Esch–Cummins Act was a 1920 U.S. federal law that returned railroads from government control to private operation while strengthening federal regulation and promoting industry consolidation.
  • D. Defense Production Act of 1950
    The Defense Production Act of 1950 is a U.S. federal law that grants the president broad authority to direct industrial production and prioritize contracts for national defense and emergency preparedness.
  • E. Federal Home Loan Bank Act
    The Federal Home Loan Bank Act is a 1932 U.S. law that created a system of regional Federal Home Loan Banks to stabilize the mortgage market and support home financing during the Great Depression.
  • 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: Military Lending Act
Triple: [Servicemembers Civil Relief Act, relatedTo, Military Lending Act]
Generated description
The Military Lending Act is a U.S. federal law that provides special consumer credit protections and interest rate caps for active-duty servicemembers and their dependents.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Military Lending Act
Target entity description: The Military Lending Act is a U.S. federal law that provides special consumer credit protections and interest rate caps for active-duty servicemembers and their dependents.
  • A. Servicemembers Civil Relief Act
    The Servicemembers Civil Relief Act is a U.S. federal law that provides legal and financial protections to active-duty military personnel, particularly in areas such as housing, loans, and civil judicial proceedings.
  • B. Federal Home Loan Mortgage Corporation Act
    The Federal Home Loan Mortgage Corporation Act is the U.S. federal law that established and governs Freddie Mac, a government-sponsored enterprise created to support liquidity and stability in the residential mortgage market.
  • C. Esch–Cummins Act
    The Esch–Cummins Act was a 1920 U.S. federal law that returned railroads from government control to private operation while strengthening federal regulation and promoting industry consolidation.
  • D. Defense Production Act of 1950
    The Defense Production Act of 1950 is a U.S. federal law that grants the president broad authority to direct industrial production and prioritize contracts for national defense and emergency preparedness.
  • E. Federal Home Loan Bank Act
    The Federal Home Loan Bank Act is a 1932 U.S. law that created a system of regional Federal Home Loan Banks to stabilize the mortgage market and support home financing during the Great Depression.
  • F. None of above. chosen

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_69c6888120f081908f8f01b201dc4a4c completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e5edf89c8190a069b35ff7768165 completed March 27, 2026, 8:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c79cbc35d48190974e207eb98dcbe3 completed March 28, 2026, 9:17 a.m.
NEDg Description generation batch_69c79d31a9e8819096e6a3040b1852a9 completed March 28, 2026, 9:19 a.m.
NED2 Entity disambiguation (via description) batch_69c79dc7d7d8819097e423ef70b03040 completed March 28, 2026, 9:22 a.m.
Created at: March 27, 2026, 2:43 p.m.