Triple

T6706255
Position Surface form Disambiguated ID Type / Status
Subject T. N. Srinivasan E153010 entity
Predicate notableWork P4 FINISHED
Object 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.
E614177 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: Handbook of Development Economics | Statement: [T. N. Srinivasan, notableWork, Handbook of Development Economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Handbook of Development Economics
Context triple: [T. N. Srinivasan, notableWork, Handbook of Development Economics]
  • A. “On the Mechanics of Economic Development”
    “On the Mechanics of Economic Development” is a seminal 1988 paper by economist Robert Lucas Jr. that helped found modern endogenous growth theory by explaining how human capital accumulation and externalities drive long-run economic growth.
  • B. Introduction to Modern Economic Growth
    Introduction to Modern Economic Growth is a comprehensive graduate-level textbook that rigorously develops the theory and empirics of long-run economic growth, with a strong emphasis on microfoundations and institutional factors.
  • C. The Theory of Economic Development
    The Theory of Economic Development is a foundational economic work by Joseph Schumpeter that explains how innovation and entrepreneurial activity drive long-term economic growth and structural change.
  • D. The Political Economy of Underdevelopment
    The Political Economy of Underdevelopment is a seminal work of Marxist-inspired development economics that analyzes the historical and structural causes of persistent poverty and economic dependency in the Global South.
  • E. Catch Up: Developing Countries in the World Economy
    "Catch Up: Developing Countries in the World Economy" is a scholarly book that analyzes how and why some developing countries have successfully narrowed the economic gap with advanced economies, focusing on historical patterns, policy choices, and global economic structures.
  • 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: Handbook of Development Economics
Triple: [T. N. Srinivasan, notableWork, Handbook of Development Economics]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Handbook of Development Economics
Target entity description: 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.
  • A. “On the Mechanics of Economic Development”
    “On the Mechanics of Economic Development” is a seminal 1988 paper by economist Robert Lucas Jr. that helped found modern endogenous growth theory by explaining how human capital accumulation and externalities drive long-run economic growth.
  • B. Introduction to Modern Economic Growth
    Introduction to Modern Economic Growth is a comprehensive graduate-level textbook that rigorously develops the theory and empirics of long-run economic growth, with a strong emphasis on microfoundations and institutional factors.
  • C. The Theory of Economic Development
    The Theory of Economic Development is a foundational economic work by Joseph Schumpeter that explains how innovation and entrepreneurial activity drive long-term economic growth and structural change.
  • D. The Political Economy of Underdevelopment
    The Political Economy of Underdevelopment is a seminal work of Marxist-inspired development economics that analyzes the historical and structural causes of persistent poverty and economic dependency in the Global South.
  • E. Catch Up: Developing Countries in the World Economy
    "Catch Up: Developing Countries in the World Economy" is a scholarly book that analyzes how and why some developing countries have successfully narrowed the economic gap with advanced economies, focusing on historical patterns, policy choices, and global economic structures.
  • 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_69c68808d8d8819087369015270788fe completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d0ea8cfc819081affc73603c2cf3 completed March 27, 2026, 6:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7008aeac08190887a7bf5703b69f4 completed March 27, 2026, 10:11 p.m.
NEDg Description generation batch_69c7067a932c8190a039a9ab2fd5d8a5 completed March 27, 2026, 10:36 p.m.
NED2 Entity disambiguation (via description) batch_69c7073483a4819084392c89a84f63b1 completed March 27, 2026, 10:39 p.m.
Created at: March 27, 2026, 2:06 p.m.