Triple

T1835538
Position Surface form Disambiguated ID Type / Status
Subject Gregory Benford E41056 entity
Predicate notableWork P4 FINISHED
Object Against Infinity
Against Infinity is a science fiction novel by Gregory Benford that explores human colonization and alien mystery on Jupiter’s moon Ganymede.
E206710 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: Against Infinity | Statement: [Gregory Benford, notableWork, Against Infinity]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Against Infinity
Context triple: [Gregory Benford, notableWork, Against Infinity]
  • A. 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.
  • B. 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.
  • C. Infinite in All Directions (book)
    Infinite in All Directions is a 1988 book by physicist and mathematician Freeman Dyson that explores cosmology, philosophy, ethics, and the future of humanity through a series of reflective essays and lectures.
  • D. Beyond Reason
    "Beyond Reason" is a memoir by Margaret Trudeau in which she recounts her life as the wife of former Canadian Prime Minister Pierre Trudeau and her personal struggles with mental health and public scrutiny.
  • E. Infinitude (track)
    "Infinitude" is a track from the album "Rosetta," likely contributing to the record’s overall atmospheric and conceptual musical narrative.
  • 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: Against Infinity
Triple: [Gregory Benford, notableWork, Against Infinity]
Generated description
Against Infinity is a science fiction novel by Gregory Benford that explores human colonization and alien mystery on Jupiter’s moon Ganymede.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Against Infinity
Target entity description: Against Infinity is a science fiction novel by Gregory Benford that explores human colonization and alien mystery on Jupiter’s moon Ganymede.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Infinite in All Directions (book)
    Infinite in All Directions is a 1988 book by physicist and mathematician Freeman Dyson that explores cosmology, philosophy, ethics, and the future of humanity through a series of reflective essays and lectures.
  • E. Beyond Reason
    "Beyond Reason" is a memoir by Margaret Trudeau in which she recounts her life as the wife of former Canadian Prime Minister Pierre Trudeau and her personal struggles with mental health and public scrutiny.
  • 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_69adc9b4b4f08190a0e5ad50de5c0ba8 completed March 8, 2026, 7:10 p.m.
NEDg Description generation batch_69adcd9359b88190ad312ff0389ff1a6 completed March 8, 2026, 7:27 p.m.
NED2 Entity disambiguation (via description) batch_69adce11558c8190bd8c6341837eb792 completed March 8, 2026, 7:29 p.m.
Created at: March 4, 2026, 7:33 p.m.