Triple

T9111883
Position Surface form Disambiguated ID Type / Status
Subject Club of Rome E218621 entity
Predicate hasKeyPerson P256 FINISHED
Object Jørgen Randers
Jørgen Randers is a Norwegian academic, futurist, and co-author of "The Limits to Growth," known for his work on climate change, sustainability, and long-term global forecasting.
E779070 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: Jørgen Randers | Statement: [Club of Rome, hasKeyPerson, Jørgen Randers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jørgen Randers
Context triple: [Club of Rome, hasKeyPerson, Jørgen Randers]
  • A. Will Steffen
    Will Steffen was an influential climate scientist and Earth system researcher known for his work on planetary boundaries and global environmental change.
  • B. Hans Joachim Schellnhuber
    Hans Joachim Schellnhuber is a prominent German climate scientist and physicist known for his pioneering work on climate system tipping points and for founding the Potsdam Institute for Climate Impact Research.
  • C. Johan Rockström
    Johan Rockström is a Swedish environmental scientist best known for developing the planetary boundaries framework and leading global research on sustainability and climate resilience.
  • D. Lester R. Brown
    Lester R. Brown is an American environmental analyst, author, and founder of the Earth Policy Institute, widely recognized for his influential work on global sustainability and resource issues.
  • E. Carsten Norgaard
    Carsten Norgaard is a Danish actor known for his roles in international film and television, often appearing in genre and action-oriented projects.
  • 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: Jørgen Randers
Triple: [Club of Rome, hasKeyPerson, Jørgen Randers]
Generated description
Jørgen Randers is a Norwegian academic, futurist, and co-author of "The Limits to Growth," known for his work on climate change, sustainability, and long-term global forecasting.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jørgen Randers
Target entity description: Jørgen Randers is a Norwegian academic, futurist, and co-author of "The Limits to Growth," known for his work on climate change, sustainability, and long-term global forecasting.
  • A. Will Steffen
    Will Steffen was an influential climate scientist and Earth system researcher known for his work on planetary boundaries and global environmental change.
  • B. Hans Joachim Schellnhuber
    Hans Joachim Schellnhuber is a prominent German climate scientist and physicist known for his pioneering work on climate system tipping points and for founding the Potsdam Institute for Climate Impact Research.
  • C. Johan Rockström
    Johan Rockström is a Swedish environmental scientist best known for developing the planetary boundaries framework and leading global research on sustainability and climate resilience.
  • D. Lester R. Brown
    Lester R. Brown is an American environmental analyst, author, and founder of the Earth Policy Institute, widely recognized for his influential work on global sustainability and resource issues.
  • E. Carsten Norgaard
    Carsten Norgaard is a Danish actor known for his roles in international film and television, often appearing in genre and action-oriented projects.
  • 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.