Triple

T2111741
Position Surface form Disambiguated ID Type / Status
Subject Office of Elementary and Secondary Education E42518 entity
Predicate overseesProgram P86 FINISHED
Object Title VIII Impact Aid program
The Title VIII Impact Aid program is a federal education funding initiative that provides financial assistance to local school districts affected by the presence of federal land or activities, helping to offset lost property tax revenue and support educational services.
E234111 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: Title VIII Impact Aid program | Statement: [Office of Elementary and Secondary Education, overseesProgram, Title VIII Impact Aid program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Title VIII Impact Aid program
Context triple: [Office of Elementary and Secondary Education, overseesProgram, Title VIII Impact Aid program]
  • A. Hazard Mitigation Grant Program
    The Hazard Mitigation Grant Program is a U.S. federal program that provides funding to state, local, tribal, and territorial governments to implement long-term measures that reduce the risk of future disasters.
  • B. Title VIII
    Title VIII is the section of the Civil Rights Act of 1968 commonly known as the Fair Housing Act, which prohibits discrimination in the sale, rental, and financing of housing.
  • C. Section 108 Loan Guarantee program
    The Section 108 Loan Guarantee program is a U.S. federal financing tool that allows local governments to leverage future Community Development Block Grant funds to support large-scale community and economic development projects, such as housing, infrastructure, and job creation.
  • D. Surface Transportation Block Grant Program
    The Surface Transportation Block Grant Program is a major federal funding program that provides flexible financial assistance to states and localities for a wide range of surface transportation projects, including highways, transit, and safety improvements.
  • E. National Flood Insurance Program
    The National Flood Insurance Program is a U.S. government initiative that provides flood insurance to property owners and encourages communities to adopt and enforce floodplain management regulations to reduce flood risk.
  • 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: Title VIII Impact Aid program
Triple: [Office of Elementary and Secondary Education, overseesProgram, Title VIII Impact Aid program]
Generated description
The Title VIII Impact Aid program is a federal education funding initiative that provides financial assistance to local school districts affected by the presence of federal land or activities, helping to offset lost property tax revenue and support educational services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Title VIII Impact Aid program
Target entity description: The Title VIII Impact Aid program is a federal education funding initiative that provides financial assistance to local school districts affected by the presence of federal land or activities, helping to offset lost property tax revenue and support educational services.
  • A. Hazard Mitigation Grant Program
    The Hazard Mitigation Grant Program is a U.S. federal program that provides funding to state, local, tribal, and territorial governments to implement long-term measures that reduce the risk of future disasters.
  • B. Title VIII
    Title VIII is the section of the Civil Rights Act of 1968 commonly known as the Fair Housing Act, which prohibits discrimination in the sale, rental, and financing of housing.
  • C. Section 108 Loan Guarantee program
    The Section 108 Loan Guarantee program is a U.S. federal financing tool that allows local governments to leverage future Community Development Block Grant funds to support large-scale community and economic development projects, such as housing, infrastructure, and job creation.
  • D. Surface Transportation Block Grant Program
    The Surface Transportation Block Grant Program is a major federal funding program that provides flexible financial assistance to states and localities for a wide range of surface transportation projects, including highways, transit, and safety improvements.
  • E. National Flood Insurance Program
    The National Flood Insurance Program is a U.S. government initiative that provides flood insurance to property owners and encourages communities to adopt and enforce floodplain management regulations to reduce flood risk.
  • 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_69a8871040f08190aac2e2d0ab6b47ad completed March 4, 2026, 7:25 p.m.
NER Named-entity recognition batch_69abbb0369a88190af02f0e4e05e2511 completed March 7, 2026, 5:43 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae30721e1c8190869d577f58015141 completed March 9, 2026, 2:29 a.m.
NEDg Description generation batch_69ae3112c4648190952ad02ef8037b36 completed March 9, 2026, 2:31 a.m.
NED2 Entity disambiguation (via description) batch_69ae319b3d688190adea922024e552cd completed March 9, 2026, 2:34 a.m.
Created at: March 4, 2026, 7:43 p.m.