Triple

T11611618
Position Surface form Disambiguated ID Type / Status
Subject Pantawid Pamilyang Pilipino Program E275396 entity
Predicate designInspiredBy P1529 FINISHED
Object Latin American conditional cash transfer programs
Latin American conditional cash transfer programs are social welfare initiatives that provide cash to low-income households contingent on behaviors like children’s school attendance and health checkups, aiming to reduce poverty and break its intergenerational transmission.
E873431 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: Latin American conditional cash transfer programs | Statement: [Pantawid Pamilyang Pilipino Program, designInspiredBy, Latin American conditional cash transfer programs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Latin American conditional cash transfer programs
Context triple: [Pantawid Pamilyang Pilipino Program, designInspiredBy, Latin American conditional cash transfer programs]
  • A. Handbook of Development Economics
    The *Handbook of Development Economics* is a comprehensive, multi-volume reference work that surveys key theories, empirical research, and policy issues in the field of economic development.
  • B. Dependency and Development in Latin America
    Dependency and Development in Latin America is a foundational work in dependency theory that analyzes how structural economic and political inequalities shape Latin American underdevelopment within the global capitalist system.
  • C. Empirical analysis of the Mariel boatlift and its impact on Miami labor markets
    Empirical analysis of the Mariel boatlift and its impact on Miami labor markets is a landmark econometric study by David Card that examines how a sudden influx of Cuban immigrants affected wages and employment in Miami, challenging conventional views on immigration’s labor-market effects.
  • D. Empirical studies of the New Jersey–Pennsylvania minimum wage experiment
    Empirical studies of the New Jersey–Pennsylvania minimum wage experiment are influential research analyses that challenged conventional economic theory by showing that raising the minimum wage did not necessarily reduce employment in fast-food restaurants.
  • E. Valuing Children: Rethinking the Economics of the Family
    *Valuing Children: Rethinking the Economics of the Family* is a book by feminist economist Nancy Folbre that analyzes how economic systems undervalue childrearing and care work and argues for policies that more fairly distribute their costs and benefits.
  • 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: Latin American conditional cash transfer programs
Triple: [Pantawid Pamilyang Pilipino Program, designInspiredBy, Latin American conditional cash transfer programs]
Generated description
Latin American conditional cash transfer programs are social welfare initiatives that provide cash to low-income households contingent on behaviors like children’s school attendance and health checkups, aiming to reduce poverty and break its intergenerational transmission.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Latin American conditional cash transfer programs
Target entity description: Latin American conditional cash transfer programs are social welfare initiatives that provide cash to low-income households contingent on behaviors like children’s school attendance and health checkups, aiming to reduce poverty and break its intergenerational transmission.
  • A. Handbook of Development Economics
    The *Handbook of Development Economics* is a comprehensive, multi-volume reference work that surveys key theories, empirical research, and policy issues in the field of economic development.
  • B. Dependency and Development in Latin America
    Dependency and Development in Latin America is a foundational work in dependency theory that analyzes how structural economic and political inequalities shape Latin American underdevelopment within the global capitalist system.
  • C. Empirical analysis of the Mariel boatlift and its impact on Miami labor markets
    Empirical analysis of the Mariel boatlift and its impact on Miami labor markets is a landmark econometric study by David Card that examines how a sudden influx of Cuban immigrants affected wages and employment in Miami, challenging conventional views on immigration’s labor-market effects.
  • D. Empirical studies of the New Jersey–Pennsylvania minimum wage experiment
    Empirical studies of the New Jersey–Pennsylvania minimum wage experiment are influential research analyses that challenged conventional economic theory by showing that raising the minimum wage did not necessarily reduce employment in fast-food restaurants.
  • E. Bolsa Família chosen
    Bolsa Família is a Brazilian federal social welfare program that provides conditional cash transfers to low-income families to reduce poverty and improve access to education and healthcare.
  • F. None of above.

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_69d6aaf84b548190ac072e4fb89ae18f completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d8a043a3c08190a20cbc2ba5a8d218 completed April 10, 2026, 7:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69e8a8311bcc8190a3fe7d28c593aea3 completed April 22, 2026, 10:51 a.m.
NEDg Description generation batch_69e8af9665648190b7732076aa129671 completed April 22, 2026, 11:23 a.m.
NED2 Entity disambiguation (via description) batch_69ee5b41febc8190bc37672535735710 completed April 26, 2026, 6:36 p.m.
Created at: April 8, 2026, 9:38 p.m.