Triple

T9548672
Position Surface form Disambiguated ID Type / Status
Subject Hal Clement E230361 entity
Predicate notableWork P4 FINISHED
Object Cycle of Fire
Cycle of Fire is a hard science fiction novel by Hal Clement that follows a human castaway on a harsh alien world with extreme seasonal changes, emphasizing scientific realism and survival.
E805512 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: Cycle of Fire | Statement: [Hal Clement, notableWork, Cycle of Fire]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cycle of Fire
Context triple: [Hal Clement, notableWork, Cycle of Fire]
  • A. The Consuming Fire
    The Consuming Fire is a science fiction novel by John Scalzi, the second book in his Interdependency series, continuing a space-opera saga about political intrigue and the collapse of an interstellar empire.
  • B. Voice of Fire
    Voice of Fire is a large abstract painting by American artist Barnett Newman, known for its simple vertical bands of color and the controversy surrounding its purchase by the National Gallery of Canada.
  • C. Black Fire
    Black Fire is a landmark jazz album by pianist and composer Andrew Hill, celebrated for its adventurous post-bop compositions and innovative harmonic language.
  • D. Black Fire
    Black Fire is a landmark 1968 anthology that showcases a wide range of Black Arts Movement poetry, fiction, and essays by African American writers.
  • E. The Fire
    The Fire is a Major League Soccer club based in Chicago, Illinois, known formally as Chicago Fire FC.
  • 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: Cycle of Fire
Triple: [Hal Clement, notableWork, Cycle of Fire]
Generated description
Cycle of Fire is a hard science fiction novel by Hal Clement that follows a human castaway on a harsh alien world with extreme seasonal changes, emphasizing scientific realism and survival.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cycle of Fire
Target entity description: Cycle of Fire is a hard science fiction novel by Hal Clement that follows a human castaway on a harsh alien world with extreme seasonal changes, emphasizing scientific realism and survival.
  • A. The Consuming Fire
    The Consuming Fire is a science fiction novel by John Scalzi, the second book in his Interdependency series, continuing a space-opera saga about political intrigue and the collapse of an interstellar empire.
  • B. Voice of Fire
    Voice of Fire is a large abstract painting by American artist Barnett Newman, known for its simple vertical bands of color and the controversy surrounding its purchase by the National Gallery of Canada.
  • C. Black Fire
    Black Fire is a landmark 1968 anthology that showcases a wide range of Black Arts Movement poetry, fiction, and essays by African American writers.
  • D. Black Fire
    Black Fire is a landmark jazz album by pianist and composer Andrew Hill, celebrated for its adventurous post-bop compositions and innovative harmonic language.
  • E. The Fire
    The Fire is a Major League Soccer club based in Chicago, Illinois, known formally as Chicago Fire FC.
  • 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_69ca847c70b8819088a0a0bad64a50d6 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd99059138819088ae54b26df979cf completed April 1, 2026, 10:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69d14c7be5008190a16036525fd9059e completed April 4, 2026, 5:38 p.m.
NEDg Description generation batch_69d14d4576488190a000f733ece39620 completed April 4, 2026, 5:41 p.m.
NED2 Entity disambiguation (via description) batch_69d14dda805c81908093eb146915fdda completed April 4, 2026, 5:43 p.m.
Created at: March 30, 2026, 8:02 p.m.