Triple

T7272145
Position Surface form Disambiguated ID Type / Status
Subject Fred Saberhagen's Berserker series E161131 entity
Predicate containsWork P2011 FINISHED
Object Berserker Blue Death
Berserker Blue Death is a science fiction novel in Fred Saberhagen's Berserker series, featuring humanity's struggle against relentless, planet-destroying robotic war machines.
E658507 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 Blue Death | Statement: [Fred Saberhagen's Berserker series, containsWork, Berserker Blue Death]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Berserker Blue Death
Context triple: [Fred Saberhagen's Berserker series, containsWork, Berserker Blue Death]
  • A. Berserker Death
    Berserker Death is a science fiction novel in Fred Saberhagen’s Berserker series, featuring humanity’s struggle against relentless, planet-destroying robotic war machines.
  • B. 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.
  • C. Berserker Fury
    Berserker Fury is a science fiction novel in Fred Saberhagen's Berserker series, featuring humanity's struggle against relentless, planet-destroying robotic war machines.
  • D. 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.
  • E. 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.
  • 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 Blue Death
Triple: [Fred Saberhagen's Berserker series, containsWork, Berserker Blue Death]
Generated description
Berserker Blue Death is a science fiction novel in Fred Saberhagen's Berserker series, featuring humanity's struggle against relentless, planet-destroying robotic war machines.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Berserker Blue Death
Target entity description: Berserker Blue Death is a science fiction novel in Fred Saberhagen's Berserker series, featuring humanity's struggle against relentless, planet-destroying robotic war machines.
  • A. Berserker Death
    Berserker Death is a science fiction novel in Fred Saberhagen’s Berserker series, featuring humanity’s struggle against relentless, planet-destroying robotic war machines.
  • B. 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.
  • C. Berserker Fury
    Berserker Fury is a science fiction novel in Fred Saberhagen's Berserker series, featuring humanity's struggle against relentless, planet-destroying robotic war machines.
  • D. 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.
  • E. 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.
  • 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_69c7fa6d84b88190916b1d9ddb0d1d0d completed March 28, 2026, 3:57 p.m.
NEDg Description generation batch_69c7fc13167c819084ff05d780fc4394 completed March 28, 2026, 4:04 p.m.
NED2 Entity disambiguation (via description) batch_69c7fd453fac8190862000bd670b5695 completed March 28, 2026, 4:09 p.m.
Created at: March 27, 2026, 2:58 p.m.