Triple

T9009012
Position Surface form Disambiguated ID Type / Status
Subject Neil Cross E215417 entity
Predicate wrote P2831 FINISHED
Object Natural History
Natural History is a science fiction novel by Neil Cross that explores themes of human evolution, identity, and the consequences of advanced biotechnology.
 E773425 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: Natural History | Statement: [Neil Cross, wrote, Natural History]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Natural History
Context triple: [Neil Cross, wrote, Natural History]
  • A. Natural History
    "Natural History" is a studio album by the Baltimore noise-rock band Dope Body, showcasing their aggressive, experimental rock sound.
  • B. Natural History
    Natural History is a renowned series of artworks by Damien Hirst featuring animals preserved in formaldehyde-filled vitrines that explore themes of life, death, and mortality.
  • C. Natural History
    "Natural History" is a collection of interconnected short stories by Andrea Barrett that blends science, history, and personal narratives, often revisiting characters from her earlier works.
  • D. Observations in Natural History
    Observations in Natural History is a 19th-century natural history work by English clergyman and naturalist Leonard Jenyns, reflecting his detailed studies of British wildlife and the natural world.
  • E. A First Lesson in Natural History
    A First Lesson in Natural History is a 19th-century introductory science book that presents basic concepts of natural history in an accessible, educational format for young readers.
  • 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: Natural History
Triple: [Neil Cross, wrote, Natural History]
Generated description
Natural History is a science fiction novel by Neil Cross that explores themes of human evolution, identity, and the consequences of advanced biotechnology.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Natural History
Target entity description: Natural History is a science fiction novel by Neil Cross that explores themes of human evolution, identity, and the consequences of advanced biotechnology.
  • A. Natural History
    Natural History is a renowned series of artworks by Damien Hirst featuring animals preserved in formaldehyde-filled vitrines that explore themes of life, death, and mortality.
  • B. Natural History
    "Natural History" is a studio album by the Baltimore noise-rock band Dope Body, showcasing their aggressive, experimental rock sound.
  • C. Natural History
    "Natural History" is a collection of interconnected short stories by Andrea Barrett that blends science, history, and personal narratives, often revisiting characters from her earlier works.
  • D. Observations in Natural History
    Observations in Natural History is a 19th-century natural history work by English clergyman and naturalist Leonard Jenyns, reflecting his detailed studies of British wildlife and the natural world.
  • E. A First Lesson in Natural History
    A First Lesson in Natural History is a 19th-century introductory science book that presents basic concepts of natural history in an accessible, educational format for young readers.
  • 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_69ca83a2bf088190986ee7a8eb90407d completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc69bed8588190afc9cbca12b75a3b completed April 1, 2026, 12:41 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfdb9a11948190a43f60d0df71b1af completed April 3, 2026, 3:24 p.m.
NEDg Description generation batch_69cfdd80d5ac8190862704a62ac1c942 completed April 3, 2026, 3:32 p.m.
NED2 Entity disambiguation (via description) batch_69cfde1eb8588190859a015f61d8f433 completed April 3, 2026, 3:34 p.m.
Created at: March 30, 2026, 7:06 p.m.