Triple

T9111908
Position Surface form Disambiguated ID Type / Status
Subject The Limits to Growth E218621 entity
Predicate author P4 FINISHED
Object William W. Behrens III
William W. Behrens III is an American systems scientist and co-author of the influential 1972 environmental study "The Limits to Growth," which used computer modeling to explore the consequences of exponential economic and population growth on a finite planet.
 E779074 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: William W. Behrens III | Statement: [The Limits to Growth, author, William W. Behrens III]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: William W. Behrens III
Context triple: [The Limits to Growth, author, William W. Behrens III]
  • A. Charles R. Humphrey III
    Charles R. Humphrey III is an American bluegrass bassist and songwriter best known as a longtime member of the Grammy-winning band Steep Canyon Rangers.
  • B. Eric L. Beason
    Eric L. Beason is a film editor best known for his work on major Hollywood productions, including the superhero blockbuster "Spider-Man 3."
  • C. John M. Balch
    John M. Balch was an individual significant enough in local history that the city of Balch Springs, Texas, was named in his honor.
  • D. Robert J. Wynne
    Robert J. Wynne was an American journalist and public official who served in senior federal financial and postal administration roles in the early 20th century.
  • E. James D. Hargrove
    James D. Hargrove is a songwriter best known for his work on the song "Over and Over."
  • 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: William W. Behrens III
Triple: [The Limits to Growth, author, William W. Behrens III]
Generated description
William W. Behrens III is an American systems scientist and co-author of the influential 1972 environmental study "The Limits to Growth," which used computer modeling to explore the consequences of exponential economic and population growth on a finite planet.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: William W. Behrens III
Target entity description: William W. Behrens III is an American systems scientist and co-author of the influential 1972 environmental study "The Limits to Growth," which used computer modeling to explore the consequences of exponential economic and population growth on a finite planet.
  • A. Charles R. Humphrey III
    Charles R. Humphrey III is an American bluegrass bassist and songwriter best known as a longtime member of the Grammy-winning band Steep Canyon Rangers.
  • B. Eric L. Beason
    Eric L. Beason is a film editor best known for his work on major Hollywood productions, including the superhero blockbuster "Spider-Man 3."
  • C. John M. Balch
    John M. Balch was an individual significant enough in local history that the city of Balch Springs, Texas, was named in his honor.
  • D. Robert J. Wynne
    Robert J. Wynne was an American journalist and public official who served in senior federal financial and postal administration roles in the early 20th century.
  • E. James D. Hargrove
    James D. Hargrove is a songwriter best known for his work on the song "Over and Over."
  • 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_69ca83dc94ac8190b9ef42684d36ff39 completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cca8495c448190b9bb3803fb2dda70 completed April 1, 2026, 5:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69d03052716c8190835b0d3357a29ce5 completed April 3, 2026, 9:25 p.m.
NEDg Description generation batch_69d0316f47c88190920843b469d15069 completed April 3, 2026, 9:30 p.m.
NED2 Entity disambiguation (via description) batch_69d032778adc8190a087497507a6e1ca completed April 3, 2026, 9:34 p.m.
Created at: March 30, 2026, 7:16 p.m.