Triple

T22266828
Position Surface form Disambiguated ID Type / Status
Subject Resurgent Asia: Diversity in Development E550371 entity
Predicate hasAuthorBackground P938 FINISHED
Object Deepak Nayyar specializes in development economics NE NERFINISHED

How this triple was built (3 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: Deepak Nayyar specializes in development economics | Statement: [Resurgent Asia: Diversity in Development, hasAuthorBackground, Deepak Nayyar specializes in development economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Deepak Nayyar specializes in development economics
Context triple: [Resurgent Asia: Diversity in Development, hasAuthorBackground, Deepak Nayyar specializes in development economics]
  • A. Abdul Latif Jameel Professor of Poverty Alleviation and Development Economics
    The Abdul Latif Jameel Professor of Poverty Alleviation and Development Economics is a prestigious endowed chair at MIT focused on rigorous research and policy innovation to reduce global poverty.
  • B. 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.
  • C. Arvind Panagariya
    Arvind Panagariya is an Indian-American economist and policy expert known for his work on trade and development economics and for serving in top economic advisory roles in the Indian government.
  • D. IG Patel Professor of Economics and Government
    The IG Patel Professor of Economics and Government is a prestigious academic chair at the London School of Economics focused on the intersection of economic policy and public governance.
  • E. Development Economics Vice Presidency of the World Bank
    The Development Economics Vice Presidency of the World Bank is the institution’s central research and analytical arm, responsible for generating flagship studies and economic insights that guide global development policy.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Deepak Nayyar specializes in development economics
Target entity description: Deepak Nayyar is an Indian economist and academic renowned for his work on development and international economics, particularly focusing on Asia’s economic transformation.
  • A. Abdul Latif Jameel Professor of Poverty Alleviation and Development Economics
    The Abdul Latif Jameel Professor of Poverty Alleviation and Development Economics is a prestigious endowed chair at MIT focused on rigorous research and policy innovation to reduce global poverty.
  • B. 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.
  • C. Arvind Panagariya
    Arvind Panagariya is an Indian-American economist and policy expert known for his work on trade and development economics and for serving in top economic advisory roles in the Indian government.
  • D. IG Patel Professor of Economics and Government
    The IG Patel Professor of Economics and Government is a prestigious academic chair at the London School of Economics focused on the intersection of economic policy and public governance.
  • E. Development Economics Vice Presidency of the World Bank
    The Development Economics Vice Presidency of the World Bank is the institution’s central research and analytical arm, responsible for generating flagship studies and economic insights that guide global development policy.
  • F. None of above. chosen

Provenance (2 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_69e11e43d8208190aff4f9cf7f2c2a8a completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f141bc458c81909837373d749b915d completed April 28, 2026, 11:24 p.m.
Created at: April 16, 2026, 8:39 p.m.