Triple

T2264705
Position Surface form Disambiguated ID Type / Status
Subject Millennium Challenge Corporation E50117 entity
Predicate legalBasis P125 FINISHED
Object Millennium Challenge Act of 2003
The Millennium Challenge Act of 2003 is a U.S. law that created the Millennium Challenge Corporation to provide performance-based foreign aid aimed at reducing global poverty and promoting economic growth.
E251508 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: Millennium Challenge Act of 2003 | Statement: [Millennium Challenge Corporation, legalBasis, Millennium Challenge Act of 2003]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Millennium Challenge Act of 2003
Context triple: [Millennium Challenge Corporation, legalBasis, Millennium Challenge Act of 2003]
  • A. National Defense Authorization Act for Fiscal Year 2000
    The National Defense Authorization Act for Fiscal Year 2000 is a U.S. federal law that, among other defense policy and funding provisions, established the National Nuclear Security Administration to manage the nation’s nuclear weapons, nonproliferation, and naval reactor programs.
  • B. Government Performance and Results Act of 1993
    The Government Performance and Results Act of 1993 is a U.S. federal law that requires agencies to set strategic goals, measure performance, and report on their results to improve government accountability and effectiveness.
  • C. No FEAR Act of 2002
    The No FEAR Act of 2002 is a U.S. federal law designed to hold agencies accountable for violations of antidiscrimination and whistleblower protection laws by requiring greater transparency, notification, and financial consequences for such misconduct.
  • D. United States Leadership Against HIV/AIDS, Tuberculosis, and Malaria Act of 2003
    The United States Leadership Against HIV/AIDS, Tuberculosis, and Malaria Act of 2003 is a landmark U.S. law that launched and authorized the President’s Emergency Plan for AIDS Relief (PEPFAR), dramatically expanding global funding and programs to combat HIV/AIDS, tuberculosis, and malaria.
  • E. Shepard–Byrd Act
    The Shepard–Byrd Act is a U.S. federal hate-crime law that expanded protections to include crimes motivated by a victim’s actual or perceived gender, sexual orientation, gender identity, or disability.
  • 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: Millennium Challenge Act of 2003
Triple: [Millennium Challenge Corporation, legalBasis, Millennium Challenge Act of 2003]
Generated description
The Millennium Challenge Act of 2003 is a U.S. law that created the Millennium Challenge Corporation to provide performance-based foreign aid aimed at reducing global poverty and promoting economic growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Millennium Challenge Act of 2003
Target entity description: The Millennium Challenge Act of 2003 is a U.S. law that created the Millennium Challenge Corporation to provide performance-based foreign aid aimed at reducing global poverty and promoting economic growth.
  • A. National Defense Authorization Act for Fiscal Year 2000
    The National Defense Authorization Act for Fiscal Year 2000 is a U.S. federal law that, among other defense policy and funding provisions, established the National Nuclear Security Administration to manage the nation’s nuclear weapons, nonproliferation, and naval reactor programs.
  • B. Government Performance and Results Act of 1993
    The Government Performance and Results Act of 1993 is a U.S. federal law that requires agencies to set strategic goals, measure performance, and report on their results to improve government accountability and effectiveness.
  • C. No FEAR Act of 2002
    The No FEAR Act of 2002 is a U.S. federal law designed to hold agencies accountable for violations of antidiscrimination and whistleblower protection laws by requiring greater transparency, notification, and financial consequences for such misconduct.
  • D. United States Leadership Against HIV/AIDS, Tuberculosis, and Malaria Act of 2003
    The United States Leadership Against HIV/AIDS, Tuberculosis, and Malaria Act of 2003 is a landmark U.S. law that launched and authorized the President’s Emergency Plan for AIDS Relief (PEPFAR), dramatically expanding global funding and programs to combat HIV/AIDS, tuberculosis, and malaria.
  • E. Shepard–Byrd Act
    The Shepard–Byrd Act is a U.S. federal hate-crime law that expanded protections to include crimes motivated by a victim’s actual or perceived gender, sexual orientation, gender identity, or disability.
  • 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_69a88b01e0048190ba96431b5f990ba9 completed March 4, 2026, 7:41 p.m.
NER Named-entity recognition batch_69abc18ed0708190aa3156e9d35120c3 completed March 7, 2026, 6:11 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae71d243608190bbfe5784fa06e26b completed March 9, 2026, 7:08 a.m.
NEDg Description generation batch_69ae728e46608190b4192519c705bc32 completed March 9, 2026, 7:11 a.m.
NED2 Entity disambiguation (via description) batch_69ae72ff572081909b7c4aebb9e26180 completed March 9, 2026, 7:13 a.m.
Created at: March 4, 2026, 7:48 p.m.