Triple

T9341682
Position Surface form Disambiguated ID Type / Status
Subject Frank Herbert E224776 entity
Predicate notableWork P4 FINISHED
Object Heretics of Dune
Heretics of Dune is a science fiction novel by Frank Herbert that continues the Dune saga, exploring the far-future consequences of power, religion, and human evolution in a transformed universe.
E797715 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: Heretics of Dune | Statement: [Frank Herbert, notableWork, Heretics of Dune]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Heretics of Dune
Context triple: [Frank Herbert, notableWork, Heretics of Dune]
  • A. Children of Dune
    Children of Dune is a science fiction novel by Frank Herbert that continues the epic Dune saga, focusing on the political and spiritual struggles of Paul Atreides’ twin children on the desert planet Arrakis.
  • B. God Emperor of Dune
    God Emperor of Dune is a science fiction novel by Frank Herbert that continues the Dune saga, focusing on the transformed Leto II Atreides and his millennia-long rule over humanity.
  • C. Dune Messiah
    Dune Messiah is the second novel in Frank Herbert’s Dune series, continuing the story of Paul Atreides as he grapples with the political, religious, and personal consequences of his rise to power.
  • D. Sandworms of Dune
    Sandworms of Dune is a science fiction novel by Brian Herbert and Kevin J. Anderson that continues Frank Herbert’s Dune saga, focusing on the struggle for survival and evolution of humanity and the iconic sandworms in a far-future universe.
  • E. Dune (novel)
    Dune (novel) is Frank Herbert’s landmark 1965 science fiction epic about politics, religion, ecology, and power on the desert planet Arrakis, widely regarded as one of the greatest and most influential works in the genre.
  • 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: Heretics of Dune
Triple: [Frank Herbert, notableWork, Heretics of Dune]
Generated description
Heretics of Dune is a science fiction novel by Frank Herbert that continues the Dune saga, exploring the far-future consequences of power, religion, and human evolution in a transformed universe.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Heretics of Dune
Target entity description: Heretics of Dune is a science fiction novel by Frank Herbert that continues the Dune saga, exploring the far-future consequences of power, religion, and human evolution in a transformed universe.
  • A. Children of Dune
    Children of Dune is a science fiction novel by Frank Herbert that continues the epic Dune saga, focusing on the political and spiritual struggles of Paul Atreides’ twin children on the desert planet Arrakis.
  • B. God Emperor of Dune
    God Emperor of Dune is a science fiction novel by Frank Herbert that continues the Dune saga, focusing on the transformed Leto II Atreides and his millennia-long rule over humanity.
  • C. Dune Messiah
    Dune Messiah is the second novel in Frank Herbert’s Dune series, continuing the story of Paul Atreides as he grapples with the political, religious, and personal consequences of his rise to power.
  • D. Sandworms of Dune
    Sandworms of Dune is a science fiction novel by Brian Herbert and Kevin J. Anderson that continues Frank Herbert’s Dune saga, focusing on the struggle for survival and evolution of humanity and the iconic sandworms in a far-future universe.
  • E. Dune (novel)
    Dune (novel) is Frank Herbert’s landmark 1965 science fiction epic about politics, religion, ecology, and power on the desert planet Arrakis, widely regarded as one of the greatest and most influential works in the genre.
  • 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_69ca842993248190a79ab06968994b86 completed March 30, 2026, 2:09 p.m.
NER Named-entity recognition batch_69cd4bafa9108190889397614756020d completed April 1, 2026, 4:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69d1078635648190ac908fd6bd7228b0 completed April 4, 2026, 12:43 p.m.
NEDg Description generation batch_69d1087d01b08190aa4d17241244c26c completed April 4, 2026, 12:47 p.m.
NED2 Entity disambiguation (via description) batch_69d1090215308190beda7c0115020f5b completed April 4, 2026, 12:50 p.m.
Created at: March 30, 2026, 7:40 p.m.