Triple

T16011905
Position Surface form Disambiguated ID Type / Status
Subject Ceph E388355 entity
Predicate hasMemberType P121 FINISHED
Object Ceph Stalkers
Ceph Stalkers are a stealthy, agile alien infantry class in the Crysis video game series, known for their cloaking abilities and hit-and-run tactics.
 E1190803 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: Ceph Stalkers | Statement: [Ceph, hasMemberType, Ceph Stalkers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ceph Stalkers
Context triple: [Ceph, hasMemberType, Ceph Stalkers]
  • A. Reapers
    Reapers are a mutated, highly aggressive strain of vampires in the Blade universe, known for their insatiable bloodlust and the threat they pose even to other vampires.
  • B. Reapers
    Reapers are spectral, soul-harvesting entities in the Diablo universe, known for bringing death and devastation to the city of Westmarch under the command of Malthael.
  • C. Reapers
    The Reapers are a highly advanced race of sentient starships in the Mass Effect series that periodically exterminate galactic civilizations in a cyclical purge.
  • D. Phantoscope
    The Phantoscope was an early motion picture projector whose design formed the basis for later commercial projectors like the Vitascope.
  • E. The Kopites
    The Kopites are the passionate and vocal supporters’ group associated with Liverpool Football Club’s famous Kop stand at Anfield.
  • 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: Ceph Stalkers
Triple: [Ceph, hasMemberType, Ceph Stalkers]
Generated description
Ceph Stalkers are a stealthy, agile alien infantry class in the Crysis video game series, known for their cloaking abilities and hit-and-run tactics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ceph Stalkers
Target entity description: Ceph Stalkers are a stealthy, agile alien infantry class in the Crysis video game series, known for their cloaking abilities and hit-and-run tactics.
  • A. Reapers
    Reapers are a mutated, highly aggressive strain of vampires in the Blade universe, known for their insatiable bloodlust and the threat they pose even to other vampires.
  • B. Reapers
    Reapers are spectral, soul-harvesting entities in the Diablo universe, known for bringing death and devastation to the city of Westmarch under the command of Malthael.
  • C. Reapers
    The Reapers are a highly advanced race of sentient starships in the Mass Effect series that periodically exterminate galactic civilizations in a cyclical purge.
  • D. Phantoscope
    The Phantoscope was an early motion picture projector whose design formed the basis for later commercial projectors like the Vitascope.
  • E. The Kopites
    The Kopites are the passionate and vocal supporters’ group associated with Liverpool Football Club’s famous Kop stand at Anfield.
  • 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_69d86dabcb7c8190b6a39d6831d2fa1b completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e18291e2b481909d13cb6057c76cee completed April 17, 2026, 12:45 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffdbcc12dc8190a80d776b63a6ad35 completed May 10, 2026, 1:13 a.m.
NEDg Description generation batch_69ffdc915be88190a0e949fcee608242 completed May 10, 2026, 1:17 a.m.
NED2 Entity disambiguation (via description) batch_69ffdd17239c8190a3c0c4d146a279f7 completed May 10, 2026, 1:19 a.m.
Created at: April 10, 2026, 4:55 a.m.