Triple

T19186823
Position Surface form Disambiguated ID Type / Status
Subject A safe operating space for humanity E469722 entity
Predicate hasAuthor P4244 FINISHED
Object Robert Costanza
Robert Costanza is an ecological economist known for pioneering work on ecosystem services, sustainability, and the integration of ecological and economic systems.
E1362985 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: Robert Costanza | Statement: [A safe operating space for humanity, hasAuthor, Robert Costanza]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Robert Costanza
Context triple: [A safe operating space for humanity, hasAuthor, Robert Costanza]
  • A. Stephen R. Carpenter
    Stephen R. Carpenter is an American ecologist renowned for his pioneering research on freshwater ecosystems, lake eutrophication, and resilience in social-ecological systems.
  • B. Robert J. Lovero
    Robert J. Lovero is an American politician who has served as the longtime mayor and civic leader of Berwyn, Illinois.
  • C. Thomas J. Greytak
    Thomas J. Greytak is an American physicist known for his work in low-temperature physics and his long association with the Massachusetts Institute of Technology.
  • D. Peter H. Dominick
    Peter H. Dominick was a Republican U.S. Senator from Colorado who served in the 1960s and early 1970s before being unseated by Democrat Gary Hart.
  • E. John Easterling
    John Easterling is an American businessman and environmental entrepreneur best known as the husband of singer and actress Olivia Newton-John and as the founder of the Amazon Herb Company.
  • 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: Robert Costanza
Triple: [A safe operating space for humanity, hasAuthor, Robert Costanza]
Generated description
Robert Costanza is an ecological economist known for pioneering work on ecosystem services, sustainability, and the integration of ecological and economic systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Robert Costanza
Target entity description: Robert Costanza is an ecological economist known for pioneering work on ecosystem services, sustainability, and the integration of ecological and economic systems.
  • A. Stephen R. Carpenter
    Stephen R. Carpenter is an American ecologist renowned for his pioneering research on freshwater ecosystems, lake eutrophication, and resilience in social-ecological systems.
  • B. Robert J. Lovero
    Robert J. Lovero is an American politician who has served as the longtime mayor and civic leader of Berwyn, Illinois.
  • C. Thomas J. Greytak
    Thomas J. Greytak is an American physicist known for his work in low-temperature physics and his long association with the Massachusetts Institute of Technology.
  • D. Peter H. Dominick
    Peter H. Dominick was a Republican U.S. Senator from Colorado who served in the 1960s and early 1970s before being unseated by Democrat Gary Hart.
  • E. John Easterling
    John Easterling is an American businessman and environmental entrepreneur best known as the husband of singer and actress Olivia Newton-John and as the founder of the Amazon Herb Company.
  • 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_69d8dd0ad9088190a173b32657ae2e7a completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5f620f1f08190a0daaf0d1483d724 completed April 20, 2026, 9:47 a.m.
NED1 Entity disambiguation (via context triple) batch_6a06f8ba0a508190af6adb8ff3b8969e completed May 15, 2026, 10:43 a.m.
NEDg Description generation batch_6a06f987d3e88190ade6412afd3e1426 completed May 15, 2026, 10:46 a.m.
NED2 Entity disambiguation (via description) batch_6a06fa6c6e5481909beb3a33517264f3 completed May 15, 2026, 10:50 a.m.
Created at: April 10, 2026, 12:07 p.m.