Triple

T4229360
Position Surface form Disambiguated ID Type / Status
Subject Village of the Angels E94540 entity
Predicate season P1166 FINISHED
Object Doctor Who: Flux
Doctor Who: Flux is the thirteenth series of the long-running British science fiction television show Doctor Who, presented as a single serialized story arc featuring Jodie Whittaker as the Thirteenth Doctor.
 E422388 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: Doctor Who: Flux | Statement: [Village of the Angels, season, Doctor Who: Flux]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Doctor Who: Flux
Context triple: [Village of the Angels, season, Doctor Who: Flux]
  • A. Doctor Who: Hell Bent
    Doctor Who: Hell Bent is a 2015 episode of the long-running British science fiction series Doctor Who, serving as the Series 9 finale and featuring the Twelfth Doctor’s dramatic return to Gallifrey.
  • B. Doctor Who: Bad Wolf
    "Doctor Who: Bad Wolf" is a 2005 episode of the revived British science fiction series Doctor Who in which the Ninth Doctor, Rose, and Captain Jack find themselves trapped in deadly futuristic game shows orchestrated by a mysterious force.
  • C. The Name of the Doctor
    "The Name of the Doctor" is a 2013 episode of the British science fiction series Doctor Who that serves as the Series 7 finale and introduces the previously unseen incarnation known as the War Doctor.
  • D. Doctor Who: The End of Time
    Doctor Who: The End of Time is a two-part 2009–2010 Doctor Who television special that serves as the Tenth Doctor’s final story, featuring the return of the Time Lords and the climactic showdown with the Master.
  • E. The Time of the Doctor
    The Time of the Doctor is a 2013 Doctor Who Christmas special that serves as the Eleventh Doctor’s final episode, resolving long-running story arcs and introducing the Twelfth Doctor.
  • 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: Doctor Who: Flux
Triple: [Village of the Angels, season, Doctor Who: Flux]
Generated description
Doctor Who: Flux is the thirteenth series of the long-running British science fiction television show Doctor Who, presented as a single serialized story arc featuring Jodie Whittaker as the Thirteenth Doctor.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Doctor Who: Flux
Target entity description: Doctor Who: Flux is the thirteenth series of the long-running British science fiction television show Doctor Who, presented as a single serialized story arc featuring Jodie Whittaker as the Thirteenth Doctor.
  • A. Doctor Who: Hell Bent
    Doctor Who: Hell Bent is a 2015 episode of the long-running British science fiction series Doctor Who, serving as the Series 9 finale and featuring the Twelfth Doctor’s dramatic return to Gallifrey.
  • B. Doctor Who: Bad Wolf
    "Doctor Who: Bad Wolf" is a 2005 episode of the revived British science fiction series Doctor Who in which the Ninth Doctor, Rose, and Captain Jack find themselves trapped in deadly futuristic game shows orchestrated by a mysterious force.
  • C. The Name of the Doctor
    "The Name of the Doctor" is a 2013 episode of the British science fiction series Doctor Who that serves as the Series 7 finale and introduces the previously unseen incarnation known as the War Doctor.
  • D. Doctor Who: The End of Time
    Doctor Who: The End of Time is a two-part 2009–2010 Doctor Who television special that serves as the Tenth Doctor’s final story, featuring the return of the Time Lords and the climactic showdown with the Master.
  • E. The Time of the Doctor
    The Time of the Doctor is a 2013 Doctor Who Christmas special that serves as the Eleventh Doctor’s final episode, resolving long-running story arcs and introducing the Twelfth Doctor.
  • 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_69b3453700a08190ae88792e3dc63207 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b34e61ccc081909b880baf1d6a0f24 completed March 12, 2026, 11:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5964cd0088190a97ca5278046ba7b completed March 14, 2026, 5:09 p.m.
NEDg Description generation batch_69b596cc2a4c819089e785917cd700f2 completed March 14, 2026, 5:11 p.m.
NED2 Entity disambiguation (via description) batch_69b59769936081908c42c0006b6ad9c3 completed March 14, 2026, 5:14 p.m.
Created at: March 12, 2026, 11:05 p.m.