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.