Triple

T7272143
Position Surface form Disambiguated ID Type / Status
Subject Fred Saberhagen's Berserker series E161131 entity
Predicate containsWork P2011 FINISHED
Object 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.
 E657528 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 Death | Statement: [Fred Saberhagen's Berserker series, containsWork, Berserker Death]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Berserker Death
Context triple: [Fred Saberhagen's Berserker series, containsWork, Berserker Death]
  • A. 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.
  • B. 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.
  • C. Berserker
    Berserker is a series of science fiction stories by Fred Saberhagen about relentless, self-replicating war machines bent on exterminating all life in the galaxy.
  • D. Berserker Throne
    Berserker Throne is a science fiction novel in Fred Saberhagen's Berserker series, set in a universe where humanity battles ancient, planet-destroying machines.
  • E. 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.
  • 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 Death
Triple: [Fred Saberhagen's Berserker series, containsWork, Berserker Death]
Generated description
Berserker 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 Death
Target entity description: Berserker 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 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.
  • B. 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.
  • C. Berserker
    Berserker is a series of science fiction stories by Fred Saberhagen about relentless, self-replicating war machines bent on exterminating all life in the galaxy.
  • D. Berserker Throne
    Berserker Throne is a science fiction novel in Fred Saberhagen's Berserker series, set in a universe where humanity battles ancient, planet-destroying machines.
  • E. 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.
  • 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_69c7eed8c5448190b83faee62f8122de completed March 28, 2026, 3:08 p.m.
NEDg Description generation batch_69c7ef7f7b7c8190b3361cc01b2eefc0 completed March 28, 2026, 3:10 p.m.
NED2 Entity disambiguation (via description) batch_69c7f380dbe48190933e1eeff109185d completed March 28, 2026, 3:28 p.m.
Created at: March 27, 2026, 2:58 p.m.