Triple

T16455912
Position Surface form Disambiguated ID Type / Status
Subject Death in Heaven E399675 entity
Predicate featuresPlotElement P2762 FINISHED
Object Danny Pink converted into a Cyberman
Danny Pink converted into a Cyberman is the tragic, posthumous form of Clara Oswald’s boyfriend in Doctor Who, resurrected and transformed into one of Missy’s Cybermen.
E1214961 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: Danny Pink converted into a Cyberman | Statement: [Death in Heaven, featuresPlotElement, Danny Pink converted into a Cyberman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Danny Pink converted into a Cyberman
Context triple: [Death in Heaven, featuresPlotElement, Danny Pink converted into a Cyberman]
  • A. Yvonne Hartman converted into a Cyberman
    Yvonne Hartman converted into a Cyberman is a pivotal Doctor Who storyline moment in which the Torchwood Institute director is forcibly transformed into one of the Doctor’s iconic cybernetic enemies.
  • B. Cybermen
    The Cybermen are a recurring race of emotionless, cybernetically augmented humanoids in the Doctor Who universe who seek to convert other beings into their own kind.
  • C. Doctor Who’s Cybermen
    Doctor Who’s Cybermen are a recurring race of emotionless, cybernetically augmented humanoid villains in the long-running British science fiction series Doctor Who.
  • D. "Ascension of the Cybermen"
    "Ascension of the Cybermen" is a 2020 Doctor Who television episode from the Thirteenth Doctor era that depicts the aftermath of a Cyberman-dominated universe and sets up the finale "The Timeless Children."
  • E. "Attack of the Cybermen"
    "Attack of the Cybermen" is a 1985 Doctor Who television serial featuring the Sixth Doctor, notable for the return of the Cybermen and the planet Telos.
  • 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: Danny Pink converted into a Cyberman
Triple: [Death in Heaven, featuresPlotElement, Danny Pink converted into a Cyberman]
Generated description
Danny Pink converted into a Cyberman is the tragic, posthumous form of Clara Oswald’s boyfriend in Doctor Who, resurrected and transformed into one of Missy’s Cybermen.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Danny Pink converted into a Cyberman
Target entity description: Danny Pink converted into a Cyberman is the tragic, posthumous form of Clara Oswald’s boyfriend in Doctor Who, resurrected and transformed into one of Missy’s Cybermen.
  • A. Yvonne Hartman converted into a Cyberman
    Yvonne Hartman converted into a Cyberman is a pivotal Doctor Who storyline moment in which the Torchwood Institute director is forcibly transformed into one of the Doctor’s iconic cybernetic enemies.
  • B. Cybermen
    The Cybermen are a recurring race of emotionless, cybernetically augmented humanoids in the Doctor Who universe who seek to convert other beings into their own kind.
  • C. Doctor Who’s Cybermen
    Doctor Who’s Cybermen are a recurring race of emotionless, cybernetically augmented humanoid villains in the long-running British science fiction series Doctor Who.
  • D. "Ascension of the Cybermen"
    "Ascension of the Cybermen" is a 2020 Doctor Who television episode from the Thirteenth Doctor era that depicts the aftermath of a Cyberman-dominated universe and sets up the finale "The Timeless Children."
  • E. "Attack of the Cybermen"
    "Attack of the Cybermen" is a 1985 Doctor Who television serial featuring the Sixth Doctor, notable for the return of the Cybermen and the planet Telos.
  • 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_69d87f2dac988190b74d6e185fa88ba4 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e32d7d3bf4819092d5bff6de0859e8 completed April 18, 2026, 7:06 a.m.
NED1 Entity disambiguation (via context triple) batch_6a004f5015a881908447b64b699feb1a completed May 10, 2026, 9:26 a.m.
NEDg Description generation batch_6a0051491fc88190ab4098f1177d2715 completed May 10, 2026, 9:35 a.m.
NED2 Entity disambiguation (via description) batch_6a0051c61ea0819090d588df72c1041b completed May 10, 2026, 9:37 a.m.
Created at: April 10, 2026, 5:10 a.m.