Triple

T7272142
Position Surface form Disambiguated ID Type / Status
Subject Fred Saberhagen's Berserker series E161131 entity
Predicate containsWork P2011 FINISHED
Object Berserker Lies
"Berserker Lies" is a science fiction novel set in Fred Saberhagen’s Berserker universe, exploring humanity’s struggle against relentless, planet-destroying machines through themes of deception, survival, and war.
 E655493 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: Berserker Lies | Statement: [Fred Saberhagen's Berserker series, containsWork, Berserker Lies]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Berserker Lies
Context triple: [Fred Saberhagen's Berserker series, containsWork, Berserker Lies]
  • A. Berserker (fix-up novel)
    Berserker (fix-up novel) is a science fiction work by Fred Saberhagen that introduces his universe of planet-destroying robotic war machines known as Berserkers through a collection of linked stories.
  • B. The Mark of the Berserker
    The Mark of the Berserker is an episode of The Sarah Jane Adventures, a Doctor Who spin-off series, that centers on a dangerous alien pendant that grants its wearer uncontrollable power.
  • C. Berserker Kill
    Berserker Kill is a science fiction novel by Fred Saberhagen set in his Berserker universe, featuring humanity’s struggle against relentless, planet-destroying machines.
  • D. Berserker Man
    Berserker Man is a science fiction novel by Fred Saberhagen set in his Berserker universe, exploring humanity’s struggle against intelligent, planet-destroying machines.
  • E. Berserker's Planet
    Berserker's Planet is a science fiction novel by Fred Saberhagen set in his Berserker universe, focusing on humanity’s struggle against intelligent, planet-destroying machines.
  • 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: Berserker Lies
Triple: [Fred Saberhagen's Berserker series, containsWork, Berserker Lies]
Generated description
"Berserker Lies" is a science fiction novel set in Fred Saberhagen’s Berserker universe, exploring humanity’s struggle against relentless, planet-destroying machines through themes of deception, survival, and war.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Berserker Lies
Target entity description: "Berserker Lies" is a science fiction novel set in Fred Saberhagen’s Berserker universe, exploring humanity’s struggle against relentless, planet-destroying machines through themes of deception, survival, and war.
  • A. Berserker (fix-up novel)
    Berserker (fix-up novel) is a science fiction work by Fred Saberhagen that introduces his universe of planet-destroying robotic war machines known as Berserkers through a collection of linked stories.
  • B. The Mark of the Berserker
    The Mark of the Berserker is an episode of The Sarah Jane Adventures, a Doctor Who spin-off series, that centers on a dangerous alien pendant that grants its wearer uncontrollable power.
  • C. Berserker Kill
    Berserker Kill is a science fiction novel by Fred Saberhagen set in his Berserker universe, featuring humanity’s struggle against relentless, planet-destroying machines.
  • D. Berserker Man
    Berserker Man is a science fiction novel by Fred Saberhagen set in his Berserker universe, exploring humanity’s struggle against intelligent, planet-destroying machines.
  • E. Berserker's Planet
    Berserker's Planet is a science fiction novel by Fred Saberhagen set in his Berserker universe, focusing on humanity’s struggle against intelligent, planet-destroying machines.
  • 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_69c6885181008190b419040e22939c7c completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6eb0a03888190b5aa1da80dd303c5 completed March 27, 2026, 8:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7e52f96008190886f6115329a07ab completed March 28, 2026, 2:26 p.m.
NEDg Description generation batch_69c7e608d2a881909a7ffc39ccdc6359 completed March 28, 2026, 2:30 p.m.
NED2 Entity disambiguation (via description) batch_69c7e7814a58819093a35c035e9b982e completed March 28, 2026, 2:36 p.m.
Created at: March 27, 2026, 2:58 p.m.