Triple

T1835541
Position Surface form Disambiguated ID Type / Status
Subject Gregory Benford E41056 entity
Predicate notableWork P4 FINISHED
Object Beyond Infinity
Beyond Infinity is a hard science fiction novel by Gregory Benford that explores far-future cosmic evolution, advanced technology, and humanity’s place in an expanding universe.
E205193 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: Beyond Infinity | Statement: [Gregory Benford, notableWork, Beyond Infinity]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Beyond Infinity
Context triple: [Gregory Benford, notableWork, Beyond Infinity]
  • A. The Infinite Plan
    The Infinite Plan is a novel by Isabel Allende that follows the tumultuous life of a man seeking identity and meaning against the backdrop of mid-20th-century American social and political upheaval.
  • B. Continuum
    Continuum is John Mayer’s critically acclaimed 2006 studio album that blends blues, rock, and pop influences and features songs like “Gravity” and “Waiting on the World to Change.”
  • C. Until the End of Time
    "Until the End of Time" is a posthumous double album by American rapper Tupac Shakur, featuring previously unreleased material and remixes that further cemented his legacy in hip-hop.
  • D. Orders of Infinity
    "Orders of Infinity" is a mathematical treatise by G. H. Hardy that systematically develops the theory of divergent series and the comparative growth rates of functions in analysis.
  • E. Elysium
    Elysium is a 2013 science fiction film directed by Neill Blomkamp, set in a dystopian future where a wealthy elite live on a luxurious space habitat while the rest of humanity struggles on an overpopulated, ruined Earth.
  • 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: Beyond Infinity
Triple: [Gregory Benford, notableWork, Beyond Infinity]
Generated description
Beyond Infinity is a hard science fiction novel by Gregory Benford that explores far-future cosmic evolution, advanced technology, and humanity’s place in an expanding universe.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Beyond Infinity
Target entity description: Beyond Infinity is a hard science fiction novel by Gregory Benford that explores far-future cosmic evolution, advanced technology, and humanity’s place in an expanding universe.
  • A. The Infinite Plan
    The Infinite Plan is a novel by Isabel Allende that follows the tumultuous life of a man seeking identity and meaning against the backdrop of mid-20th-century American social and political upheaval.
  • B. Continuum
    Continuum is John Mayer’s critically acclaimed 2006 studio album that blends blues, rock, and pop influences and features songs like “Gravity” and “Waiting on the World to Change.”
  • C. Until the End of Time
    "Until the End of Time" is a posthumous double album by American rapper Tupac Shakur, featuring previously unreleased material and remixes that further cemented his legacy in hip-hop.
  • D. Orders of Infinity
    "Orders of Infinity" is a mathematical treatise by G. H. Hardy that systematically develops the theory of divergent series and the comparative growth rates of functions in analysis.
  • E. Elysium
    Elysium is a 2013 science fiction film directed by Neill Blomkamp, set in a dystopian future where a wealthy elite live on a luxurious space habitat while the rest of humanity struggles on an overpopulated, ruined Earth.
  • 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_69a88647f9388190909bc36e795bdaec completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69abb026aa7c8190bc988d3ee0fd9f41 completed March 7, 2026, 4:57 a.m.
NED1 Entity disambiguation (via context triple) batch_69adc9b6dc9481908a83e60aee326bc4 completed March 8, 2026, 7:10 p.m.
NEDg Description generation batch_69adcaef04e88190a88f789a6370bafb completed March 8, 2026, 7:15 p.m.
NED2 Entity disambiguation (via description) batch_69adcb8e053c819082a3d4b36afe35be completed March 8, 2026, 7:18 p.m.
Created at: March 4, 2026, 7:33 p.m.