Triple

T56109
Position Surface form Disambiguated ID Type / Status
Subject The Demon-Haunted World E1109 entity
Predicate hasChapter P35 FINISHED
Object Science and Hope
"Science and Hope" is a chapter in Carl Sagan’s book *The Demon-Haunted World* that emphasizes the power of scientific thinking to foster progress, rationality, and optimism about humanity’s future.
 E1109 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: Science and Hope | Statement: [The Demon-Haunted World, hasChapter, Science and Hope]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Science and Hope
Context triple: [The Demon-Haunted World, hasChapter, Science and Hope]
  • A. The Art and Politics of Science
    The Art and Politics of Science is a memoir by Nobel Prize–winning scientist Harold Varmus that reflects on his life in research and his influential roles in science policy and leadership.
  • B. Science, The Endless Frontier
    Science, The Endless Frontier is a landmark 1945 report by Vannevar Bush that laid the foundation for U.S. federal support of scientific research and the modern science policy framework.
  • C. The Demon-Haunted World
    The Demon-Haunted World is a popular science book by Carl Sagan that champions critical thinking and the scientific method as antidotes to superstition and pseudoscience.
  • D. Love in the Future
    Love in the Future is a 2013 R&B and soul studio album by John Legend that blends romantic ballads with contemporary production and includes the hit single "All of Me."
  • E. Consilience: The Unity of Knowledge
    Consilience: The Unity of Knowledge is a 1998 book by biologist Edward O. Wilson that argues for the unification of the natural sciences, social sciences, and humanities into a single, coherent framework of knowledge.
  • 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: Science and Hope
Triple: [The Demon-Haunted World, hasChapter, Science and Hope]
Generated description
"Science and Hope" is a chapter in Carl Sagan’s book *The Demon-Haunted World* that emphasizes the power of scientific thinking to foster progress, rationality, and optimism about humanity’s future.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Science and Hope
Target entity description: "Science and Hope" is a chapter in Carl Sagan’s book *The Demon-Haunted World* that emphasizes the power of scientific thinking to foster progress, rationality, and optimism about humanity’s future.
  • A. The Art and Politics of Science
    The Art and Politics of Science is a memoir by Nobel Prize–winning scientist Harold Varmus that reflects on his life in research and his influential roles in science policy and leadership.
  • B. Science, The Endless Frontier
    Science, The Endless Frontier is a landmark 1945 report by Vannevar Bush that laid the foundation for U.S. federal support of scientific research and the modern science policy framework.
  • C. The Demon-Haunted World chosen
    The Demon-Haunted World is a popular science book by Carl Sagan that champions critical thinking and the scientific method as antidotes to superstition and pseudoscience.
  • D. Love in the Future
    Love in the Future is a 2013 R&B and soul studio album by John Legend that blends romantic ballads with contemporary production and includes the hit single "All of Me."
  • E. Consilience: The Unity of Knowledge
    Consilience: The Unity of Knowledge is a 1998 book by biologist Edward O. Wilson that argues for the unification of the natural sciences, social sciences, and humanities into a single, coherent framework of knowledge.
  • 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_69a248adc5b48190aa8db9fb092fb28a completed Feb. 28, 2026, 1:45 a.m.
NER Named-entity recognition batch_69a24ec4d84c81908d85a1e941dbcd19 completed Feb. 28, 2026, 2:11 a.m.
NED1 Entity disambiguation (via context triple) batch_69a255398bac81909c4ae9bba79f6c19 completed Feb. 28, 2026, 2:38 a.m.
NEDg Description generation batch_69a2570e30d88190b7a0d20cf3a94760 completed Feb. 28, 2026, 2:46 a.m.
NED2 Entity disambiguation (via description) batch_69a257a1f340819091d3aa5a665ce50b completed Feb. 28, 2026, 2:49 a.m.
Created at: Feb. 28, 2026, 1:50 a.m.