Triple

T5860574
Position Surface form Disambiguated ID Type / Status
Subject Jayati Ghosh E130264 entity
Predicate memberOf P10 FINISHED
Object International Development Economics Associates
International Development Economics Associates is a global network of heterodox economists and scholars focused on critical analysis of mainstream economic theory and policy, particularly in the context of development and globalization.
E550375 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: International Development Economics Associates | Statement: [Jayati Ghosh, memberOf, International Development Economics Associates]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: International Development Economics Associates
Context triple: [Jayati Ghosh, memberOf, International Development Economics Associates]
  • A. Center for Development Economics
    The Center for Development Economics is a graduate program at Williams College focused on training economists and policymakers to address economic development challenges in low- and middle-income countries.
  • B. Commission for Developing Countries
    The Commission for Developing Countries is a body within the International Mathematical Union dedicated to supporting and promoting mathematical research and education in developing nations.
  • C. United Nations Development Group
    The United Nations Development Group is a consortium of UN agencies that coordinates and supports global development efforts, particularly around poverty reduction, sustainable development, and capacity building in developing countries.
  • D. Abdul Latif Jameel Poverty Action Lab
    Abdul Latif Jameel Poverty Action Lab (J-PAL) is a global research center that conducts randomized evaluations to inform and promote evidence-based policies aimed at reducing poverty.
  • E. Clinton Development Initiative
    The Clinton Development Initiative is a program of the Clinton Foundation that focuses on fostering sustainable economic growth and improving livelihoods in developing countries, particularly through agricultural and community development projects.
  • 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: International Development Economics Associates
Triple: [Jayati Ghosh, memberOf, International Development Economics Associates]
Generated description
International Development Economics Associates is a global network of heterodox economists and scholars focused on critical analysis of mainstream economic theory and policy, particularly in the context of development and globalization.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: International Development Economics Associates
Target entity description: International Development Economics Associates is a global network of heterodox economists and scholars focused on critical analysis of mainstream economic theory and policy, particularly in the context of development and globalization.
  • A. Center for Development Economics
    The Center for Development Economics is a graduate program at Williams College focused on training economists and policymakers to address economic development challenges in low- and middle-income countries.
  • B. Commission for Developing Countries
    The Commission for Developing Countries is a body within the International Mathematical Union dedicated to supporting and promoting mathematical research and education in developing nations.
  • C. United Nations Development Group
    The United Nations Development Group is a consortium of UN agencies that coordinates and supports global development efforts, particularly around poverty reduction, sustainable development, and capacity building in developing countries.
  • D. Abdul Latif Jameel Poverty Action Lab
    Abdul Latif Jameel Poverty Action Lab (J-PAL) is a global research center that conducts randomized evaluations to inform and promote evidence-based policies aimed at reducing poverty.
  • E. Clinton Development Initiative
    The Clinton Development Initiative is a program of the Clinton Foundation that focuses on fostering sustainable economic growth and improving livelihoods in developing countries, particularly through agricultural and community development projects.
  • 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_69c0084f3bb08190a7720f55f7aa4252 completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c03588dd8c81909491350140ea340e completed March 22, 2026, 6:31 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0a1c70754819089081fc440ed841e completed March 23, 2026, 2:13 a.m.
NEDg Description generation batch_69c0a258fa208190a06b457e7856c338 completed March 23, 2026, 2:15 a.m.
NED2 Entity disambiguation (via description) batch_69c0a310d2d08190a8dab95f9eef2815 completed March 23, 2026, 2:18 a.m.
Created at: March 22, 2026, 3:56 p.m.