Triple

T8901606
Position Surface form Disambiguated ID Type / Status
Subject Denis Sargan E211941 entity
Predicate notableStudent P4838 FINISHED
Object David F. Hendry
David F. Hendry is a prominent British econometrician known for his influential work on time-series econometrics, model selection, and the development of general-to-specific modeling strategies.
E764597 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: David F. Hendry | Statement: [Denis Sargan, notableStudent, David F. Hendry]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: David F. Hendry
Context triple: [Denis Sargan, notableStudent, David F. Hendry]
  • A. Denis Sargan
    Denis Sargan was a pioneering British econometrician known for his foundational contributions to econometric theory, particularly in instrumental variables and estimation methods.
  • B. William O. Wooldridge
    William O. Wooldridge was a United States Army noncommissioned officer who became the first Sergeant Major of the Army, serving as the senior enlisted advisor to the Army’s leadership.
  • C. Robert J. Hodrick
    Robert J. Hodrick is an American economist best known for his work in macroeconomics and finance, including the development of the Hodrick–Prescott filter used to analyze business cycles.
  • D. Lawrence Klein
    Lawrence Klein was an American economist and Nobel laureate renowned for his pioneering work in developing econometric models for forecasting economic trends.
  • E. Laurence Keen
    Laurence Keen is a British professional golfer known for competing on developmental tours and national circuits.
  • 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: David F. Hendry
Triple: [Denis Sargan, notableStudent, David F. Hendry]
Generated description
David F. Hendry is a prominent British econometrician known for his influential work on time-series econometrics, model selection, and the development of general-to-specific modeling strategies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: David F. Hendry
Target entity description: David F. Hendry is a prominent British econometrician known for his influential work on time-series econometrics, model selection, and the development of general-to-specific modeling strategies.
  • A. Denis Sargan
    Denis Sargan was a pioneering British econometrician known for his foundational contributions to econometric theory, particularly in instrumental variables and estimation methods.
  • B. William O. Wooldridge
    William O. Wooldridge was a United States Army noncommissioned officer who became the first Sergeant Major of the Army, serving as the senior enlisted advisor to the Army’s leadership.
  • C. Robert J. Hodrick
    Robert J. Hodrick is an American economist best known for his work in macroeconomics and finance, including the development of the Hodrick–Prescott filter used to analyze business cycles.
  • D. Lawrence Klein
    Lawrence Klein was an American economist and Nobel laureate renowned for his pioneering work in developing econometric models for forecasting economic trends.
  • E. Laurence Keen
    Laurence Keen is a British professional golfer known for competing on developmental tours and national circuits.
  • 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_69ca83918d3081909b326fa3750cb8c8 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc642a104081908df2d64e8f9ad0c8 completed April 1, 2026, 12:17 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfac1846f481909aad27a6dacddba2 completed April 3, 2026, 12:01 p.m.
NEDg Description generation batch_69cfacb58f208190b5e8eeba58f1bd78 completed April 3, 2026, 12:04 p.m.
NED2 Entity disambiguation (via description) batch_69cfad73f7a8819089ee3dadf321220e completed April 3, 2026, 12:07 p.m.
Created at: March 30, 2026, 6:54 p.m.