Triple

T3009467
Position Surface form Disambiguated ID Type / Status
Subject Carl Sagan bibliography E81981 entity
Predicate includesNotableWork P24127 FINISHED
Object Billions and Billions
Billions and Billions is a posthumously published collection of essays by astronomer and science communicator Carl Sagan that explores science, philosophy, and humanity’s future.
E318050 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: Billions and Billions | Statement: [Carl Sagan bibliography, includesNotableWork, Billions and Billions]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Billions and Billions
Context triple: [Carl Sagan bibliography, includesNotableWork, Billions and Billions]
  • A. Untold Millions
    "Untold Millions" is a novel by American author Laura Z. Hobson, best known for exploring social issues and human relationships.
  • B. The Big Bounce
    The Big Bounce is a 2004 crime-comedy film based on an Elmore Leonard novel, starring Owen Wilson as a small-time crook drawn into a laid-back Hawaiian caper.
  • C. The Next Million Years
    The Next Million Years is a 1952 book by physicist Charles Galton Darwin that speculates on the long-term future and evolution of human society using principles of population dynamics and heredity.
  • D. The Nine Billion Names of God
    "The Nine Billion Names of God" is a classic science fiction short story by Arthur C. Clarke that explores themes of religion, technology, and the end of the universe through a Tibetan monastery's quest to list all possible names of God.
  • E. The Inevitable
    The Inevitable is an English rendering of the name of Surah Al-Waqi'ah, a chapter of the Qur’an that vividly describes the certainty of the Day of Resurrection and the final sorting of humanity into different groups.
  • 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: Billions and Billions
Triple: [Carl Sagan bibliography, includesNotableWork, Billions and Billions]
Generated description
Billions and Billions is a posthumously published collection of essays by astronomer and science communicator Carl Sagan that explores science, philosophy, and humanity’s future.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Billions and Billions
Target entity description: Billions and Billions is a posthumously published collection of essays by astronomer and science communicator Carl Sagan that explores science, philosophy, and humanity’s future.
  • A. Untold Millions
    "Untold Millions" is a novel by American author Laura Z. Hobson, best known for exploring social issues and human relationships.
  • B. The Big Bounce
    The Big Bounce is a 2004 crime-comedy film based on an Elmore Leonard novel, starring Owen Wilson as a small-time crook drawn into a laid-back Hawaiian caper.
  • C. The Next Million Years
    The Next Million Years is a 1952 book by physicist Charles Galton Darwin that speculates on the long-term future and evolution of human society using principles of population dynamics and heredity.
  • D. The Nine Billion Names of God
    "The Nine Billion Names of God" is a classic science fiction short story by Arthur C. Clarke that explores themes of religion, technology, and the end of the universe through a Tibetan monastery's quest to list all possible names of God.
  • E. The Inevitable
    The Inevitable is an English rendering of the name of Surah Al-Waqi'ah, a chapter of the Qur’an that vividly describes the certainty of the Day of Resurrection and the final sorting of humanity into different groups.
  • 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_69ad8b1c4de88190a83b7cefaa1f2842 completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad9e11c4188190a3ae8fd0cbd8c2c0 completed March 8, 2026, 4:04 p.m.
NED1 Entity disambiguation (via context triple) batch_69b12e5f612c8190824deb0813a9f981 completed March 11, 2026, 8:57 a.m.
NEDg Description generation batch_69b12eec384881908e6bbb6b52a3f607 completed March 11, 2026, 8:59 a.m.
NED2 Entity disambiguation (via description) batch_69b1ca54a5ec8190b8f35119ae23051f completed March 11, 2026, 8:02 p.m.
Created at: March 8, 2026, 3 p.m.