Triple

T1542444
Position Surface form Disambiguated ID Type / Status
Subject Debt Management Services E32899 entity
Predicate usesProgram P6928 FINISHED
Object Cross‑Servicing Program
The Cross‑Servicing Program is a federal debt collection initiative that centralizes and manages delinquent debts owed to U.S. government agencies to improve recovery and compliance.
E176244 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: Cross‑Servicing Program | Statement: [Debt Management Services, usesProgram, Cross‑Servicing Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cross‑Servicing Program
Context triple: [Debt Management Services, usesProgram, Cross‑Servicing Program]
  • A. Multiple Award Schedules Program
    The Multiple Award Schedules Program is a U.S. federal government contracting vehicle that provides pre-negotiated, long-term governmentwide contracts for commercial products and services to streamline procurement.
  • B. The Transitional Program
    The Transitional Program is Leon Trotsky’s 1938 manifesto for the Fourth International, outlining a strategy of transitional demands intended to bridge workers’ immediate struggles with the goal of socialist revolution.
  • C. Lifeline program
    The Lifeline program is a U.S. federal initiative that provides discounted phone and broadband services to low-income consumers to help ensure affordable access to communications.
  • D. New Generations Service Exchange
    New Generations Service Exchange is a Rotary International program that offers short-term, customizable exchanges for young adults to develop leadership skills, gain international experience, and participate in service projects abroad.
  • E. Phoenix Program
    The Phoenix Program was a controversial covert counterinsurgency and intelligence operation run by the United States and South Vietnamese governments during the Vietnam War, aimed at identifying, capturing, or eliminating Viet Cong infrastructure.
  • 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: Cross‑Servicing Program
Triple: [Debt Management Services, usesProgram, Cross‑Servicing Program]
Generated description
The Cross‑Servicing Program is a federal debt collection initiative that centralizes and manages delinquent debts owed to U.S. government agencies to improve recovery and compliance.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cross‑Servicing Program
Target entity description: The Cross‑Servicing Program is a federal debt collection initiative that centralizes and manages delinquent debts owed to U.S. government agencies to improve recovery and compliance.
  • A. Multiple Award Schedules Program
    The Multiple Award Schedules Program is a U.S. federal government contracting vehicle that provides pre-negotiated, long-term governmentwide contracts for commercial products and services to streamline procurement.
  • B. The Transitional Program
    The Transitional Program is Leon Trotsky’s 1938 manifesto for the Fourth International, outlining a strategy of transitional demands intended to bridge workers’ immediate struggles with the goal of socialist revolution.
  • C. Lifeline program
    The Lifeline program is a U.S. federal initiative that provides discounted phone and broadband services to low-income consumers to help ensure affordable access to communications.
  • D. New Generations Service Exchange
    New Generations Service Exchange is a Rotary International program that offers short-term, customizable exchanges for young adults to develop leadership skills, gain international experience, and participate in service projects abroad.
  • E. Phoenix Program
    The Phoenix Program was a controversial covert counterinsurgency and intelligence operation run by the United States and South Vietnamese governments during the Vietnam War, aimed at identifying, capturing, or eliminating Viet Cong infrastructure.
  • 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_69a885ed29088190a3c2d5a3d100c16e completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a9083f982c8190a4c740a95c8cfbff completed March 5, 2026, 4:36 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad309baebc81908240a0370bad9935 completed March 8, 2026, 8:17 a.m.
NEDg Description generation batch_69ad3117b49881908916e7137f8b655c completed March 8, 2026, 8:19 a.m.
NED2 Entity disambiguation (via description) batch_69ad3179b0148190b69b16b5d2051ece completed March 8, 2026, 8:21 a.m.
Created at: March 4, 2026, 7:26 p.m.