Triple

T5860530
Position Surface form Disambiguated ID Type / Status
Subject Deepak Nayyar E130263 entity
Predicate notableWork P4 FINISHED
Object Liberalization and Development
"Liberalization and Development" is an influential work by economist Deepak Nayyar that critically examines the relationship between economic liberalization policies and development outcomes in emerging economies.
 E550372 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: Liberalization and Development | Statement: [Deepak Nayyar, notableWork, Liberalization and Development]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Liberalization and Development
Context triple: [Deepak Nayyar, notableWork, Liberalization and Development]
  • A. The Political Economy of Development in India
    The Political Economy of Development in India is a seminal scholarly work that analyzes India’s post-independence economic development through the lens of political institutions, class interests, and state policy.
  • B. Economic Reforms in India: Selected Writings
    Economic Reforms in India: Selected Writings is a collection of essays and speeches by Indian politician and economist P. Chidambaram analyzing and advocating key aspects of India’s post-1991 economic liberalization.
  • C. India: Economic Development and Social Opportunity
    "India: Economic Development and Social Opportunity" is an influential scholarly book that analyzes India's post-independence economic growth, public policy, and social progress, with particular emphasis on poverty, inequality, and human development.
  • D. 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.
  • E. Freedom and Development
    Freedom and Development is a political and philosophical work by Julius Nyerere outlining his vision of African socialism, self-reliance, and post-colonial nation-building in Tanzania.
  • 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: Liberalization and Development
Triple: [Deepak Nayyar, notableWork, Liberalization and Development]
Generated description
"Liberalization and Development" is an influential work by economist Deepak Nayyar that critically examines the relationship between economic liberalization policies and development outcomes in emerging economies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Liberalization and Development
Target entity description: "Liberalization and Development" is an influential work by economist Deepak Nayyar that critically examines the relationship between economic liberalization policies and development outcomes in emerging economies.
  • A. The Political Economy of Development in India
    The Political Economy of Development in India is a seminal scholarly work that analyzes India’s post-independence economic development through the lens of political institutions, class interests, and state policy.
  • B. Economic Reforms in India: Selected Writings
    Economic Reforms in India: Selected Writings is a collection of essays and speeches by Indian politician and economist P. Chidambaram analyzing and advocating key aspects of India’s post-1991 economic liberalization.
  • C. India: Economic Development and Social Opportunity
    "India: Economic Development and Social Opportunity" is an influential scholarly book that analyzes India's post-independence economic growth, public policy, and social progress, with particular emphasis on poverty, inequality, and human development.
  • D. 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.
  • E. Freedom and Development
    Freedom and Development is a political and philosophical work by Julius Nyerere outlining his vision of African socialism, self-reliance, and post-colonial nation-building in Tanzania.
  • 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.