Triple

T23072463
Position Surface form Disambiguated ID Type / Status
Subject Denison, Iowa E575232 entity
Predicate hasNotablePerson P304 FINISHED
Object James Hansen
James Hansen is a prominent American climate scientist and former NASA researcher known for his pioneering work on global warming and early warnings about climate change.
E138441 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: James Hansen | Statement: [Denison, Iowa, hasNotablePerson, James Hansen]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: James Hansen
Context triple: [Denison, Iowa, hasNotablePerson, James Hansen]
  • A. James Hansen
    James Hansen is a prominent American climate scientist and former NASA researcher known for his early and influential warnings about global warming and advocacy for climate action.
  • B. James R. Hansen
    James R. Hansen is an American historian and author best known for writing the authorized biography of astronaut Neil Armstrong.
  • C. Richard P. Turco
    Richard P. Turco is an atmospheric scientist known for his pioneering research on nuclear winter and the climatic effects of large-scale environmental disturbances.
  • D. Wallace S. Broecker
    Wallace S. Broecker was an influential American geochemist and climate scientist renowned for pioneering research on the global carbon cycle and popularizing the term "global warming."
  • E. Edward Soffel
    Edward Soffel was a Pittsburgh judge best known historically as the husband of Kate Soffel, who infamously aided the 1902 jailbreak of the Biddle brothers.
  • 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: James Hansen
Triple: [Denison, Iowa, hasNotablePerson, James Hansen]
Generated description
James Hansen is a prominent American climate scientist and former NASA researcher known for his pioneering work on global warming and early warnings about climate change.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: James Hansen
Target entity description: James Hansen is a prominent American climate scientist and former NASA researcher known for his pioneering work on global warming and early warnings about climate change.
  • A. James Hansen chosen
    James Hansen is a prominent American climate scientist and former NASA researcher known for his early and influential warnings about global warming and advocacy for climate action.
  • B. James R. Hansen
    James R. Hansen is an American historian and author best known for writing the authorized biography of astronaut Neil Armstrong.
  • C. Richard P. Turco
    Richard P. Turco is an atmospheric scientist known for his pioneering research on nuclear winter and the climatic effects of large-scale environmental disturbances.
  • D. Wallace S. Broecker
    Wallace S. Broecker was an influential American geochemist and climate scientist renowned for pioneering research on the global carbon cycle and popularizing the term "global warming."
  • E. Edward Soffel
    Edward Soffel was a Pittsburgh judge best known historically as the husband of Kate Soffel, who infamously aided the 1902 jailbreak of the Biddle brothers.
  • F. None of above.

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_69e245be28d48190ad1348d5a73db37d completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f18c60fa6c81908496f181c7d62033 completed April 29, 2026, 4:43 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c23da2dfc8190a8b9239fa1ad5ebe completed May 19, 2026, 8:48 a.m.
NEDg Description generation batch_6a0c271d8fc48190a818c73660218022 completed May 19, 2026, 9:02 a.m.
NED2 Entity disambiguation (via description) batch_6a0c2951a718819088c1c7d8435586ec completed May 19, 2026, 9:11 a.m.
Created at: April 17, 2026, 3:56 p.m.