Triple

T7272131
Position Surface form Disambiguated ID Type / Status
Subject Fred Saberhagen's Berserker series E161131 entity
Predicate firstNovel P3278 FINISHED
Object 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.
 E654384 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 (fix-up novel) | Statement: [Fred Saberhagen's Berserker series, firstNovel, Berserker (fix-up novel)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Berserker (fix-up novel)
Context triple: [Fred Saberhagen's Berserker series, firstNovel, Berserker (fix-up novel)]
  • A. 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.
  • B. The Einherjar
    The Einherjar are the chosen slain warriors of Norse mythology who reside in Valhalla, training for the final apocalyptic battle of Ragnarök under the leadership of Odin.
  • C. Spellbreaker
    Spellbreaker is a 1985 interactive fiction text adventure game by Infocom, known for its challenging puzzles and as the concluding installment of the Enchanter trilogy.
  • D. Oathbreaker
    "Oathbreaker" is the third episode of Game of Thrones season 6, notable for advancing Jon Snow’s resurrection aftermath and revealing key flashbacks to Ned Stark’s past.
  • E. Die by the Sword
    Die by the Sword is a 1998 fantasy action-adventure video game known for its innovative, physics-based sword-fighting system that allowed precise control of weapon movements.
  • 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 (fix-up novel)
Triple: [Fred Saberhagen's Berserker series, firstNovel, Berserker (fix-up novel)]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Berserker (fix-up novel)
Target entity description: 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.
  • A. 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.
  • B. The Einherjar
    The Einherjar are the chosen slain warriors of Norse mythology who reside in Valhalla, training for the final apocalyptic battle of Ragnarök under the leadership of Odin.
  • C. Spellbreaker
    Spellbreaker is a 1985 interactive fiction text adventure game by Infocom, known for its challenging puzzles and as the concluding installment of the Enchanter trilogy.
  • D. Oathbreaker
    "Oathbreaker" is the third episode of Game of Thrones season 6, notable for advancing Jon Snow’s resurrection aftermath and revealing key flashbacks to Ned Stark’s past.
  • E. Die by the Sword
    Die by the Sword is a 1998 fantasy action-adventure video game known for its innovative, physics-based sword-fighting system that allowed precise control of weapon movements.
  • 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_69c7db25658481909fc8cf86deb436a4 completed March 28, 2026, 1:44 p.m.
NEDg Description generation batch_69c7df68b27081909acd7b903546f1c2 completed March 28, 2026, 2:02 p.m.
NED2 Entity disambiguation (via description) batch_69c7dfdea8a48190b901003a4a60d36f completed March 28, 2026, 2:04 p.m.
Created at: March 27, 2026, 2:58 p.m.