Triple

T7272120
Position Surface form Disambiguated ID Type / Status
Subject Fred Saberhagen's Berserker series E161131 entity
Predicate centralAntagonist P67690 FINISHED
Object Berserkers
Berserkers are a race of relentless, self-replicating machines in Fred Saberhagen’s science fiction universe, programmed to exterminate all life in the galaxy.
E654382 NE FINISHED

How this triple was built (5 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: Berserkers | Statement: [Fred Saberhagen's Berserker series, centralAntagonist, Berserkers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Berserkers
Context triple: [Fred Saberhagen's Berserker series, centralAntagonist, Berserkers]
  • A. Norseman
    Norseman is a remote gold-mining town in Western Australia's outback, known as a gateway to the Nullarbor Plain and the eastern states.
  • B. Húsar
    Húsar is a small village on the Faroe Islands, located on the island of Kalsoy and known for its traditional fishing community and scenic coastal setting.
  • C. 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.
  • D. Botwulf
    Botwulf is an alternate name for Saint Botolph, a 7th-century English abbot venerated as the patron saint of travelers and various East Anglian towns.
  • E. Sons of Ivaldi
    The Sons of Ivaldi are a group of master dwarf craftsmen in Norse mythology renowned for forging powerful magical artifacts for the gods.
  • 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: Berserkers
Triple: [Fred Saberhagen's Berserker series, centralAntagonist, Berserkers]
Generated description
Berserkers are a race of relentless, self-replicating machines in Fred Saberhagen’s science fiction universe, programmed to exterminate all life in the galaxy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Berserkers
Target entity description: Berserkers are a race of relentless, self-replicating machines in Fred Saberhagen’s science fiction universe, programmed to exterminate all life in the galaxy.
  • A. Norseman
    Norseman is a remote gold-mining town in Western Australia's outback, known as a gateway to the Nullarbor Plain and the eastern states.
  • B. Húsar
    Húsar is a small village on the Faroe Islands, located on the island of Kalsoy and known for its traditional fishing community and scenic coastal setting.
  • C. 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.
  • D. Botwulf
    Botwulf is an alternate name for Saint Botolph, a 7th-century English abbot venerated as the patron saint of travelers and various East Anglian towns.
  • E. Sons of Ivaldi
    The Sons of Ivaldi are a group of master dwarf craftsmen in Norse mythology renowned for forging powerful magical artifacts for the gods.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: centralAntagonist
Context triple: [Fred Saberhagen's Berserker series, centralAntagonist, Berserkers]
  • A. primaryAntagonistType
    Indicates the role or category of the main opposing force or adversary that serves as the central source of conflict.
  • B. isCentralAntagonist chosen
    Indicates that an entity serves as the primary opposing force or main villain driving conflict against the protagonist or central characters.
  • C. antagonistOf
    Indicates a relationship where one entity actively opposes, conflicts with, or serves as an adversary to another.
  • D. hasAntagonisticProtagonist
    Indicates that the work features a main character who opposes or undermines the typical heroic or moral expectations of a traditional protagonist.
  • E. antagonistOccupation
    Indicates the role, job, or professional activity that the antagonist character performs.
  • F. None of above.

Provenance (6 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_69c6eb8a0b4881908ff27c5a75bd4a95 completed March 27, 2026, 8:41 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.
PD Predicate disambiguation batch_69c6e76a84a081908d4184c55b728e48 completed March 27, 2026, 8:24 p.m.
Created at: March 27, 2026, 2:58 p.m.