Triple

T4474639

Position	Surface form	Disambiguated ID	Type / Status
Subject	OECD Development Centre	`E98576`	entity
Predicate	hasProgramme	`P6928`	FINISHED
Object	Perspectives on Global Development Perspectives on Global Development is a flagship OECD Development Centre publication that analyzes long-term global development trends and policy challenges facing emerging and developing economies.	`E441727`	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: Perspectives on Global Development | Statement: [OECD Development Centre, hasProgramme, Perspectives on Global Development]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Perspectives on Global Development
Context triple: [OECD Development Centre, hasProgramme, Perspectives on Global Development]

A. World Development Report
The World Development Report is the World Bank’s flagship annual publication that provides in-depth analysis and policy recommendations on key global development issues.
B. International Development Goals
International Development Goals were an early set of global anti-poverty and development targets agreed in the 1990s that laid the groundwork for the later Millennium Development Goals.
C. The Direction of Human Development
"The Direction of Human Development" is a work by anthropologist Ashley Montagu that explores the biological, social, and cultural factors shaping human growth and evolution.
D. Human Development Report
The Human Development Report is an annual United Nations publication that analyzes global development using measures beyond income, most notably the Human Development Index, to assess and compare countries’ well-being.
E. 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.
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: Perspectives on Global Development
Triple: [OECD Development Centre, hasProgramme, Perspectives on Global Development]

Generated description

Perspectives on Global Development is a flagship OECD Development Centre publication that analyzes long-term global development trends and policy challenges facing emerging and developing economies.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Perspectives on Global Development
Target entity description: Perspectives on Global Development is a flagship OECD Development Centre publication that analyzes long-term global development trends and policy challenges facing emerging and developing economies.

A. World Development Report
The World Development Report is the World Bank’s flagship annual publication that provides in-depth analysis and policy recommendations on key global development issues.
B. International Development Goals
International Development Goals were an early set of global anti-poverty and development targets agreed in the 1990s that laid the groundwork for the later Millennium Development Goals.
C. The Direction of Human Development
"The Direction of Human Development" is a work by anthropologist Ashley Montagu that explores the biological, social, and cultural factors shaping human growth and evolution.
D. Human Development Report
The Human Development Report is an annual United Nations publication that analyzes global development using measures beyond income, most notably the Human Development Index, to assess and compare countries’ well-being.
E. 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.
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_69b3454b4ae481908967426dd37284d6`	completed	March 12, 2026, 10:59 p.m.
NER	Named-entity recognition	`batch_69b356bb03f48190a2addcd49c9e470d`	completed	March 13, 2026, 12:13 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69b6287f076081909bca3643ac489fcf`	completed	March 15, 2026, 3:33 a.m.
NEDg	Description generation	`batch_69b6295721d881908d49ce1944e0ed17`	completed	March 15, 2026, 3:36 a.m.
NED2	Entity disambiguation (via description)	`batch_69b62a3e9d1c8190a613726d45622406`	completed	March 15, 2026, 3:40 a.m.

Created at: March 12, 2026, 11:35 p.m.