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.