Triple

T11781276
Position Surface form Disambiguated ID Type / Status
Subject Orangi Town E280151 entity
Predicate hasNotableProject P2183 FINISHED
Object Orangi Pilot Project
The Orangi Pilot Project is a renowned community-led development initiative in Karachi, Pakistan, focused on low-cost sanitation, housing, health, and microfinance for residents of the Orangi informal settlement.
E946258 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: Orangi Pilot Project | Statement: [Orangi Town, hasNotableProject, Orangi Pilot Project]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Orangi Pilot Project
Context triple: [Orangi Town, hasNotableProject, Orangi Pilot Project]
  • A. Food for Progress
    Food for Progress is a U.S. Department of Agriculture program that supports agricultural development and trade in developing countries by providing commodities and financial assistance.
  • B. Grameen Bank Housing Programme
    The Grameen Bank Housing Programme is a pioneering microfinance-based initiative in rural Bangladesh that enables low-income families to build safe, durable homes through small, affordable loans.
  • C. Supplementary Feeding Program
    The Supplementary Feeding Program is a Philippine government initiative that provides additional nutritious meals to undernourished children, particularly in day care centers and marginalized communities, to improve their health and development.
  • D. Al-Aman Fund for the Future of Orphans
    Al-Aman Fund for the Future of Orphans is a Jordanian charitable organization dedicated to supporting orphaned and underprivileged youth through education, vocational training, and life-skills development to help them achieve independence.
  • E. Ulupono Initiative
    Ulupono Initiative is a Hawaii-based impact investment and philanthropic organization focused on advancing local sustainability in areas like renewable energy, local food production, and waste reduction.
  • 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: Orangi Pilot Project
Triple: [Orangi Town, hasNotableProject, Orangi Pilot Project]
Generated description
The Orangi Pilot Project is a renowned community-led development initiative in Karachi, Pakistan, focused on low-cost sanitation, housing, health, and microfinance for residents of the Orangi informal settlement.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Orangi Pilot Project
Target entity description: The Orangi Pilot Project is a renowned community-led development initiative in Karachi, Pakistan, focused on low-cost sanitation, housing, health, and microfinance for residents of the Orangi informal settlement.
  • A. Food for Progress
    Food for Progress is a U.S. Department of Agriculture program that supports agricultural development and trade in developing countries by providing commodities and financial assistance.
  • B. Grameen Bank Housing Programme
    The Grameen Bank Housing Programme is a pioneering microfinance-based initiative in rural Bangladesh that enables low-income families to build safe, durable homes through small, affordable loans.
  • C. Supplementary Feeding Program
    The Supplementary Feeding Program is a Philippine government initiative that provides additional nutritious meals to undernourished children, particularly in day care centers and marginalized communities, to improve their health and development.
  • D. Al-Aman Fund for the Future of Orphans
    Al-Aman Fund for the Future of Orphans is a Jordanian charitable organization dedicated to supporting orphaned and underprivileged youth through education, vocational training, and life-skills development to help them achieve independence.
  • E. Ulupono Initiative
    Ulupono Initiative is a Hawaii-based impact investment and philanthropic organization focused on advancing local sustainability in areas like renewable energy, local food production, and waste reduction.
  • 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_69d6ab01d2688190ad8ed6bda487eaa5 completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d8a58413048190b9e3b9d2f5383ec3 completed April 10, 2026, 7:23 a.m.
NED1 Entity disambiguation (via context triple) batch_69f090c828f0819097662c048542b5da completed April 28, 2026, 10:49 a.m.
NEDg Description generation batch_69f0bd3f39608190b29027b30664bd9c completed April 28, 2026, 1:59 p.m.
NED2 Entity disambiguation (via description) batch_69f0ef5afd448190953b5d9929478132 completed April 28, 2026, 5:33 p.m.
Created at: April 8, 2026, 9:42 p.m.