Triple

T16151346
Position Surface form Disambiguated ID Type / Status
Subject Unified growth theory E391914 entity
Predicate developedBy P73 FINISHED
Object Oded Galor
Oded Galor is an Israeli-American economist renowned for founding unified growth theory, which links long-run economic development to demographic change, technological progress, and inequality.
E1197995 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: Oded Galor | Statement: [Unified growth theory, developedBy, Oded Galor]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Oded Galor
Context triple: [Unified growth theory, developedBy, Oded Galor]
  • A. Daron Acemoglu
    Daron Acemoglu is a prominent Turkish-American economist known for his influential work on political economy, institutions, and economic development, and as co-author of the book "Why Nations Fail."
  • B. Elhanan Helpman
    Elhanan Helpman is an Israeli economist renowned for his influential work on international trade, economic growth, and political economy.
  • C. Michael Kremer
    Michael Kremer is an American development economist and Nobel laureate known for pioneering the use of randomized controlled trials to evaluate anti-poverty programs.
  • D. Dani Rodrik
    Dani Rodrik is a prominent Turkish economist known for his influential work on globalization, economic development, and the political economy of policy reform.
  • E. Robert J. Barro
    Robert J. Barro is a prominent American macroeconomist known for his influential work on rational expectations, public debt, and economic growth.
  • 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: Oded Galor
Triple: [Unified growth theory, developedBy, Oded Galor]
Generated description
Oded Galor is an Israeli-American economist renowned for founding unified growth theory, which links long-run economic development to demographic change, technological progress, and inequality.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Oded Galor
Target entity description: Oded Galor is an Israeli-American economist renowned for founding unified growth theory, which links long-run economic development to demographic change, technological progress, and inequality.
  • A. Daron Acemoglu
    Daron Acemoglu is a prominent Turkish-American economist known for his influential work on political economy, institutions, and economic development, and as co-author of the book "Why Nations Fail."
  • B. Elhanan Helpman
    Elhanan Helpman is an Israeli economist renowned for his influential work on international trade, economic growth, and political economy.
  • C. Michael Kremer
    Michael Kremer is an American development economist and Nobel laureate known for pioneering the use of randomized controlled trials to evaluate anti-poverty programs.
  • D. Dani Rodrik
    Dani Rodrik is a prominent Turkish economist known for his influential work on globalization, economic development, and the political economy of policy reform.
  • E. Robert J. Barro
    Robert J. Barro is a prominent American macroeconomist known for his influential work on rational expectations, public debt, and economic growth.
  • 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_69d87f1c65e48190aa2b4c472e9bafc4 completed April 10, 2026, 4:39 a.m.
NER Named-entity recognition batch_69e21d981950819087fdacc7879dca97 completed April 17, 2026, 11:46 a.m.
NED1 Entity disambiguation (via context triple) batch_69fff7a9ebf08190aa21cdff051f4ba2 completed May 10, 2026, 3:12 a.m.
NEDg Description generation batch_69fff86a556c819096bc008e1ca76e8c completed May 10, 2026, 3:15 a.m.
NED2 Entity disambiguation (via description) batch_69fff926120081909f1042bf3a16ea10 completed May 10, 2026, 3:19 a.m.
Created at: April 10, 2026, 5:01 a.m.